{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%matplotlib widget\n",
    "import backtrader.plot\n",
    "import matplotlib\n",
    "matplotlib.use('agg')\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = [15, 8]\n",
    "import tushare as ts\n",
    "from datetime import datetime\n",
    "import backtrader as bt\n",
    "import pandas as pd\n",
    "import os\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a subclass of Strategy to define the indicators and logic\n",
    "class SmaCross(bt.Strategy):\n",
    "    # list of parameters which are configurable for the strategy\n",
    "    params = dict(\n",
    "        pfast=10,  # period for the fast moving average\n",
    "        pslow=30   # period for the slow moving average\n",
    "    )\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        sma1 = bt.ind.SMA(period=self.p.pfast)  # fast moving average\n",
    "        sma2 = bt.ind.SMA(period=self.p.pslow)  # slow moving average\n",
    "        self.crossover = bt.ind.CrossOver(sma1, sma2)  # crossover signal\n",
    "    def next(self):\n",
    "        if not self.position:  # not in the market\n",
    "            if self.crossover > 0:  # if fast crosses slow to the upside\n",
    "                self.order_target_size(target=1)  # enter long\n",
    "                # self.buy()\n",
    "        elif self.crossover < 0:  # in the market & cross to the downside\n",
    "            self.order_target_size(target=0)  # close long position\n",
    "            # self.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = './data/'\n",
    "if not os.path.exists(data_path):\n",
    "    os.makedirs(data_path)\n",
    "mytoken='565ee6d69fb85cb0bc7fdfc8dea4b8ce1f18366f30e8d23a253bb9cf'\n",
    "class Strategy_runner:\n",
    "    def __init__(self, strategy, ts_code, start_date, end_date, data_path=data_path, pro=False, token=mytoken):\n",
    "        self.ts_code = ts_code\n",
    "        self.start_date = start_date\n",
    "        self.end_date = end_date\n",
    "        # convert to datetime\n",
    "        self.start_datetime = datetime.strptime(start_date,'%Y%m%d')\n",
    "        self.end_datetime = datetime.strptime(end_date,'%Y%m%d')\n",
    "        if pro:\n",
    "            csv_name = f'pro_day_{str(ts_code)}-{str(start_date)}-{str(end_date)}.csv'\n",
    "        else:\n",
    "            csv_name = f'day_{str(ts_code)}-{str(start_date)}-{str(end_date)}.csv'\n",
    "        csv_path = os.path.join(data_path,csv_name)\n",
    "        if os.path.exists(csv_path):\n",
    "            if pro:\n",
    "                self.df = pd.read_csv(csv_path)\n",
    "            else:\n",
    "                self.df = pd.read_csv(csv_path,index_col=0)\n",
    "        else:\n",
    "            if pro:\n",
    "                ts.set_token(mytoken)\n",
    "                self.pro = ts.pro_api()\n",
    "                self.df = self.pro.daily(ts_code=self.ts_code, start_date=self.start_date, end_date=self.end_date)\n",
    "                if not self.df.empty:\n",
    "                    self.df.to_csv(csv_path, index=False)\n",
    "            else:\n",
    "                self.df = ts.get_hist_data(self.ts_code, str(self.start_datetime), str(self.end_datetime))\n",
    "                if not self.df.empty:\n",
    "                    self.df.to_csv(csv_path, index=True)\n",
    "            \n",
    "        self.df_bt = self.preprocess(self.df, pro)\n",
    "        print(self.df_bt)\n",
    "        self.strategy = strategy\n",
    "        self.cerebro = bt.Cerebro()\n",
    "        \n",
    "\n",
    "    def preprocess(self, df, pro=False):\n",
    "        if pro:\n",
    "            features=['open','high','low','close','vol','trade_date']\n",
    "            # convert_datetime = lambda x:datetime.strptime(x,'%Y%m%d')\n",
    "            convert_datetime = lambda x: pd.to_datetime(str(x))\n",
    "            df['trade_date'] = df['trade_date'].apply(convert_datetime)\n",
    "            print(df)\n",
    "            bt_col_dict = {'vol':'volume','trade_date':'datetime'}\n",
    "            df = df.rename(columns=bt_col_dict)\n",
    "            df = df.set_index('datetime')\n",
    "            # df.index = pd.DatetimeIndex(df.index)\n",
    "        else:\n",
    "            features=['open','high','low','close','volume']\n",
    "            df = df[features]\n",
    "            df['openinterest'] = 0\n",
    "            df.index = pd.DatetimeIndex(df.index)\n",
    "\n",
    "        df = df[::-1]\n",
    "        return df\n",
    "\n",
    "    def run(self):\n",
    "        data = bt.feeds.PandasData(dataname=self.df_bt,                               \n",
    "                                    fromdate=self.start_datetime,                               \n",
    "                                    todate=self.end_datetime)\n",
    "        self.cerebro.adddata(data)  # Add the data feed\n",
    "        self.cerebro.addstrategy(self.strategy)  # Add the trading strategy\n",
    "        self.cerebro.broker.setcash(100000.0)\n",
    "        # self.cerebro.addsizer(bt.sizers.FixedSize, stake=10)\n",
    "        # self.cerebro.broker.setcommission(commission=0.0)\n",
    "        self.cerebro.addanalyzer(bt.analyzers.SharpeRatio,_name = 'SharpeRatio')\n",
    "        self.cerebro.addanalyzer(bt.analyzers.DrawDown, _name='DW')\n",
    "        self.results = self.cerebro.run()\n",
    "        strat = self.results[0]\n",
    "        print('Final Portfolio Value: %.2f' % self.cerebro.broker.getvalue())\n",
    "        print('SR:', strat.analyzers.SharpeRatio.get_analysis())\n",
    "        print('DW:', strat.analyzers.DW.get_analysis())\n",
    "        return self.results\n",
    "    \n",
    "    def plot(self, iplot=False):\n",
    "        self.cerebro.plot(iplot=iplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "ts_code trade_date  open  high   low  close  pre_close  change  \\\n0    600515.SH 2019-12-31  4.55  4.56  4.41   4.46       4.56   -0.10   \n1    600515.SH 2019-12-30  4.82  4.82  4.50   4.56       4.38    0.18   \n2    600515.SH 2019-12-27  4.45  4.49  4.38   4.38       4.50   -0.12   \n3    600515.SH 2019-12-26  4.48  4.68  4.46   4.50       4.54   -0.04   \n4    600515.SH 2019-12-25  4.53  4.57  4.46   4.54       4.61   -0.07   \n..         ...        ...   ...   ...   ...    ...        ...     ...   \n239  600515.SH 2019-01-08  4.91  4.94  4.88   4.92       4.92    0.00   \n240  600515.SH 2019-01-07  4.91  4.95  4.87   4.92       4.86    0.06   \n241  600515.SH 2019-01-04  4.68  4.86  4.64   4.86       4.75    0.11   \n242  600515.SH 2019-01-03  4.76  4.79  4.65   4.75       4.75    0.00   \n243  600515.SH 2019-01-02  4.76  4.84  4.71   4.75       4.71    0.04   \n\n     pct_chg        vol      amount  \n0    -2.1930  341845.37  152701.382  \n1     4.1096  583561.14  272533.315  \n2    -2.6667  246122.60  109164.139  \n3    -0.8811  340056.49  154719.868  \n4    -1.5184  375563.99  169640.928  \n..       ...        ...         ...  \n239   0.0000   42582.90   20910.410  \n240   1.2346   49722.38   24443.288  \n241   2.3158   64998.66   31172.072  \n242   0.0000   36591.72   17324.545  \n243   0.8493   48626.88   23188.034  \n\n[244 rows x 11 columns]\n              ts_code  open  high   low  close  pre_close  change  pct_chg  \\\ndatetime                                                                     \n2019-01-02  600515.SH  4.76  4.84  4.71   4.75       4.71    0.04   0.8493   \n2019-01-03  600515.SH  4.76  4.79  4.65   4.75       4.75    0.00   0.0000   \n2019-01-04  600515.SH  4.68  4.86  4.64   4.86       4.75    0.11   2.3158   \n2019-01-07  600515.SH  4.91  4.95  4.87   4.92       4.86    0.06   1.2346   \n2019-01-08  600515.SH  4.91  4.94  4.88   4.92       4.92    0.00   0.0000   \n...               ...   ...   ...   ...    ...        ...     ...      ...   \n2019-12-25  600515.SH  4.53  4.57  4.46   4.54       4.61   -0.07  -1.5184   \n2019-12-26  600515.SH  4.48  4.68  4.46   4.50       4.54   -0.04  -0.8811   \n2019-12-27  600515.SH  4.45  4.49  4.38   4.38       4.50   -0.12  -2.6667   \n2019-12-30  600515.SH  4.82  4.82  4.50   4.56       4.38    0.18   4.1096   \n2019-12-31  600515.SH  4.55  4.56  4.41   4.46       4.56   -0.10  -2.1930   \n\n               volume      amount  \ndatetime                           \n2019-01-02   48626.88   23188.034  \n2019-01-03   36591.72   17324.545  \n2019-01-04   64998.66   31172.072  \n2019-01-07   49722.38   24443.288  \n2019-01-08   42582.90   20910.410  \n...               ...         ...  \n2019-12-25  375563.99  169640.928  \n2019-12-26  340056.49  154719.868  \n2019-12-27  246122.60  109164.139  \n2019-12-30  583561.14  272533.315  \n2019-12-31  341845.37  152701.382  \n\n[244 rows x 10 columns]\nFinal Portfolio Value: 100000.29\nSR: OrderedDict([('sharperatio', None)])\nDW: AutoOrderedDict([('len', 178), ('drawdown', 0.0014899734784627702), ('moneydown', 1.4899999999906868), ('max', AutoOrderedDict([('len', 178), ('drawdown', 0.0019099660025940943), ('moneydown', 1.9099999999889405)]))])\n"
    },
    {
     "data": {
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      "text/plain": "<Figure size 1080x576 with 5 Axes>"
     },
     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_code='600515.SH'\n",
    "start_date='20190101'\n",
    "end_date='20191231'\n",
    "strategy_runner = Strategy_runner(strategy=SmaCross, ts_code=ts_code, start_date=start_date, end_date=end_date, pro=True)\n",
    "results = strategy_runner.run()\n",
    "strategy_runner.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "open  high   low  close     volume  openinterest\ndate                                                        \n2019-01-02  4.76  4.84  4.71   4.75   48626.88             0\n2019-01-03  4.76  4.79  4.65   4.75   36591.72             0\n2019-01-04  4.68  4.86  4.64   4.86   64998.66             0\n2019-01-07  4.91  4.95  4.87   4.92   49722.38             0\n2019-01-08  4.91  4.94  4.88   4.92   42582.90             0\n...          ...   ...   ...    ...        ...           ...\n2019-12-25  4.53  4.57  4.46   4.54  375564.00             0\n2019-12-26  4.48  4.68  4.46   4.50  340056.50             0\n2019-12-27  4.45  4.49  4.38   4.38  246122.59             0\n2019-12-30  4.82  4.82  4.50   4.56  583561.12             0\n2019-12-31  4.55  4.56  4.41   4.46  341845.38             0\n\n[244 rows x 6 columns]\nFinal Portfolio Value: 100000.29\nSR: OrderedDict([('sharperatio', None)])\nDW: AutoOrderedDict([('len', 178), ('drawdown', 0.0014899734784627702), ('moneydown', 1.4899999999906868), ('max', AutoOrderedDict([('len', 178), ('drawdown', 0.0019099660025940943), ('moneydown', 1.9099999999889405)]))])\n"
    }
   ],
   "source": [
    "ts_code='600515'\n",
    "start_date='20190101'\n",
    "end_date='20191231'\n",
    "strategy_runner = Strategy_runner(strategy=SmaCross, ts_code=ts_code, start_date=start_date, end_date=end_date, pro=False)\n",
    "results = strategy_runner.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Qr57xu8NsNhJxOR8+PsbPVuXKRlLg5Mkrycu//gJonadtPz9j2FBqqpHsTC9gqqWuXY0VWfr0kfk5hBBC3FyXLhnLcteoYdzAK86Np40bjaqDnJdL77//PuvWrePkyZMArFmzhtTUVDZv3sySJUuYOXMmM2bMYObMmTzwwAMMHTqURx99lDVr1tCjRw/Gjh3L0qVLqVq1Km3atLFfk82fP5/t27dz6tQphg4dypYtWwpsO6fXX3+dunXrkpaWRpMmTXjwwQf5/fff2bFjB6tWrcpKTU2Nf/jhh4O3bNniMmW7bv3RIHvYgtaagIAAli1blmefGTNmMGrUKLTWVKhQgY8//tj+WocOHezDBFasWMHWrVuJjIxEKUVERESuffPTv39/fvjhBwYMGJBr+8CBA3nllVfsz+fPn89DDz2EyWSicePG9OnTh7+MT4h5TJ06ldGjR/P222+jtaZXr17885//ZPv27dx1113XEx63sX69MQngsWPG3f2oKGN1gr/+Mh4nTxrDBFJTjV9q2f/Gxxv/1q+fxHPP+dCpk5EMuN45NidNMuYD8PY2PrTffnvJnGdJ8/CAoUONh7i26tWNio39+40klL8/ZPVOwOv2bgRMn2Tf76effqJ9+/bO66iLKwvxyTr0J3H3jWLOv+NYZ4Nt2+DgQWO4T1aW8W/Ox6VLRlVBThUqGAnL8eMhLu4grVs3wt/fqCo4fNiohjp61Eh+9u1rfP9VrWo89/IyKqGio+E//zGSW5UrQ+PGxnKpISHG/r17Q6NG167EEkIIIa7X2bPG35nsm3i+vsbfnFq1jL9JlSsbf7c6dcq94ldamjE89L33jER5p07GY906o7I3p6tXnYuOjqZ3794A3HvvvSxcuNC+fcqUKfbt0dHRdOnShZSUFGrWrAlAx44d2bFjh/1rLy8vatasSVJSEunp6QW2nVPdy2XFXl5emEwmlFIcOnSIli1bAlCjRg3b33//bUpLS8Mnewk1J3Pb5EGNGjUKHP+fcwnGBg0aEB0dXeA+d9xxBxs3bgTg1VdfzbPfiy++WGAfHn/8cf7xj38wYMAAe5kKGBUFe/futT9v164d27Zty9P/7CEXOfsTGBjIJ598kudYixYt4uWXXy6wL+5q2TJjXHrdukYped++Vy7+i3oRb7EcsA9XuRFms9EP4X7MZiNRle1Y4kW8KwfjH35l5kmfIHOu5yK3shCfLGsF4oCm1RLo8I+ivSclxfigdeYMhIVB/fpXLuotlvNERjay79u9e9Ha7NABpkyB77835ig5edKoUoiNNR7PPmv8rrzvPmPiz+wE6/nzRgVE9epX7hQdPmw8jh41EhgmEzRT+5mQ+RYmrPa+unoiwmazscHjQ2d3o1QqqditDRnEoQa9qVzZGPKVmmqsRJSQYDyyv05KgjvuMFbtufvu60/sCyFKxmefwa+/wqOPXhkq99tvcM89xhxg771nzJ+VvarYrl3G37qUlCttNGtmrCzm4WHc9LtwAZo0MfaZNs0YnhcQAB9e41dQbGysvSo7KCjIfm0YFxdHUFCQfXtcXByxsbH2bTm3a61zVXbn3D+/tvMzffp0HnzwQby9vWnSpAnz589n9OjR7Ny503z69GlTbGysR9WqVfMsOKmU6gHMA0zAe1rrGXkadzC3TR64goCAAL744oubcqwPPvjgphynNJk921gBITLSWE4vMNDZPRLuTGdkolMuYQqWb0R3Ywo1PoxYYxOK/B5fX2MYQu3aju2L2WwkUS9XYtqdOWMst/rVVzBnjlERERpqJAsqVDDmT9i2zajIAiOhUbeu8fu1XDmjYqLtbzupc+gwByt0wqYVl+cUdmnp6el4e3s7uxulUknErlbCL7S5ZGHl773ZuNH4fvPyMuYmCgoy/o4HBRl3Jb29Yc0aY0hiRAT0728kq5KSIDnZeF/20J/sIXYZGcajXDljMuBGjUrnEm9CuCKtYcYMY6guwPTpRmKvVy/jgt/b26iAy7lCVU5JSUaV8I8/GknumTONJEOfPjBhgrFctlLGvGVbthiTll+4UPjn+5CQEBISjL+9iYmJ9ov94OBgEhMTCQoKIjExkZCQkFz7Zu8fEhKC1jrf7QW1fbUlS5awd+9e+83fRo0aMWTIEAYNGmSuXbu2X/369bMqVqyYX+LABCwAugEngZ+VUiu11gcLPuPic7nkQczU+aTvP+yQtryb1CXstXEOaWvtlA2k/nneIW25q5jYGBLfPevsbgBw+ryJVzd1Z9CgQD7+2PiFJYQzWeMvAuARXIzZ8kSppDzNeAT6YYtNdHZXClS5MowebTySk41tfn5590tKMhIFOW7O2MX8K4Gk8/7ce+C1ku2sA1kslmJVlrmzkojdmcGTCD4Xy4ENxvOsrMLn5sjIMJY6fv99Y5WgcuWM71s/P2PejzNnCp7/A4wEQ9Omxvjr0FDjER5uzEnSoIGxXSoahLg2qxWeftpYeWrIEGMJ7yVLjKFya9YYS3KvWmX8TBXE399I6jVvbgz5TUgwhvFVrpx7v5AQI6GwaZMx70FhEwF37tyZr776ivvuu49Vq1bRuXNn+/ZVq1YxZMgQVq1aRf/+/fHx8cHX15e///6bypUrs2XLFl544QUAnn/+eTIzMzlz5gx+fn54e3sX2HZO33zzDcuXL2flypV45JjgYcyYMQwcODDr9OnTya+//rpfARPgtwaOaK2PASilPgX6AiWaPFDaCan/hg0b6vzGfQAEfbgKz+NnHHKczBqVSfhHT4e0lfjw5zRJ3+eQtoRr+Lb2UJq9Xq/YqwAkJyfjl9+naJEviVf+zCfOUXniO8RMuJ9L7Zvat0u8CldW4lNp7BwyalclbsL9xW7LVWMSOuczPI+f5ey88c7uSpG5aixLg5KIXfC7X+Gz5zBnoiY7pD2tITnZTHy8F0ppPD01ZrON1FQzhw/7XX74ExvrxcWLnly8aMZqvfKhwdPTRrVqqVSrlkr16qlERKTi7W3DalWYL6VS7egesNrQWmHLc98QsrKy3H5VLIlB0ZXmWP3+dxhv7e3LgEGnGT36qP2zt9Wq2LMnkPr1k/Dzszr0mNu3h/Dzz/VZvvzKtieeeILt27eTnp5O48aN+eyzz3j66afZt28fAQEBvP/++4SGhhIbG8uIESO4ePEiTZs2Zc6cOXh4eLBr1y6eeeYZAIYPH55rtYXFixcDMHv2bFq2bInNZsu37SVLllClShW6du1KaGgo9evXt0+ev3jxYqpWrUqvXr1IS0vTwcHBzJgxIys8PBxfX99UX1/f1IoV8Tp/ntqgugE9tNYjAZRSQ4E7tNZPOTSQV3FK8qBVq1Z6586dN/24xZESm0ZWxpXf/C3aNeWXrQUnE1JTUxk9/jFi42IJCgxiwZz/IygwiCNHDzN+sjG9evOmzXnthRkopVi15ntmz5+Jl6cX/xg2gvv7PwjA67NexbJpA55eXrzxyiyaNGrK5q2bGDlmOHVq1wPgtRemc2uzFrmOv3bDGl6f9So+3j5EVI1g4bxFmM1m+t7fiyyrlZSUZJ4aNY6B/Yr/QbWotm7del3LVpYYrYlp1Zug0Q8QOm10sZuTO1PXR+KVv0vbfuV0n6eo/N85lO98pWZP4lW4shKfkz2fwKOcN1W+mFvstlw1Jqf6jYcsK1W/fcfZXSkyV41laVASsYt99T8kLPiEWqc2oJyw/q/WRkn0oUPGGO3ff7/y77Fj5EoQjC73Mf/0jbrpfRTCVW1+6B2Gz21+046XlAS33QZ79xpVR6XN+fPnMytUqBBz9XZnJw9KZ/rKCXxDc89w6WFSBFYuX+D+H86Nom2HO3j22Wf57LPPiPp4Aa+99hqvPPECb741kzZt2vDEE0/w84Gt3HXXXbw4/Xl27tyJj48PnTp14v6HB/Dnn3+y97df+N/O7Zw4cYJhw4axceNG/EJ96H1vb957770Cjz9jzmt89c2XVK9eneHDh7Nj/0/cc889/Lh+DV5eXly8eJHmzZszYsxwR4XomsqFmguN2c0UHxKINa7o44uFKGm2eKNk3RQkwxbckSk0iKwTrjGsq6RYY+LxqnOLs7shSjFTeAhkWbHFX7TPFXIzKWUMXWjb1njklJZmJBCysoyhDJ5zz6PX+6M+WWIsueqRd4LQn3fu5PaCBni7CYlB0ZXWWNlOnibjH08yoOPNHf6dPczhp5+MZYjLoFNAjnUniLi8rUS5dfJgypQpbNq0CR8fH5599llatmzJAw88gNVqJTMzkw8//JB69erxz3/+k59++gkfHx9Gjx7NAw88QEZGBqNGjeLXX3+lQ4cOvPnmm7naPnToEP379wegdevWzJs3z7691eUf/NatW7Nx40aaN29OeHg4/v7GRUO9evX43//+R0JCgn2pjmrVqvHnn3+Sfnlw3po1a+jYsSO33norM2fOpNxVKbXGjRuTkJDALbfcQmJiIuHh4YCxFAhASkoKjRs3Lomwlgqm0ECsca47vli4H2u8sfaeR4hMmOiOTCGBpO/53dndKFHWmHhMbW/eXSdR9pgqGBOOWS/EOyV5UBgfH2OCxWxnM2LJjAin2h1hBb7ncIIPVW8t+HV3IDEoutIaK1ud8vwJWM/muYle4u6801iNIcdCeqXGxYvlPLy9yXPXNTOT7GEDPwN1lVI1MZIGDwJDSrpfbps8WLVqFSdOnGDr1q0opbBardhsNlavXo2XlxerV69mxowZfPDBB6xevZpff/0Vs9mM7XJN2vnz53nppZeoWLEiDRs2ZNq0aQQEBNjbb9q0KT/88ANdu3Zl1apVxMXF5dreq1cvVq9eTUhICOHh4cTExHDq1Cn8/f3ZsmUL99xzD82aNWP+/PlkZGTw22+/cfLkSeLj42nZsiWHDx/Gx8eHqVOn8uabb/Lvf/871/kNGzaMHj16EBAQQPPmze0JC6vVyp133smBAweYPn36TYq26zGFBmGLkcoD4TpsCcaEiabggGvsKcoiU2gQ1tgEtNYoV1+/8AZoqxVbbCKmsPxnmxaiKMwVQgHIuhCHV4OaTu5N4bLOxmCqGOrsbgjhdB5+5VG+5chyQvLggQeMoUbnzt30Qxfb668vPu/pOTbPYpNWK2eBJK21TSn1FLAGY6nGD7TWB0q6X26bPNi/fz9dunSxf0gzmUzExcXx5JNPcvbsWTIyMuyVADNmzODRRx/Fw8ODSZMm0bhxY6pWrUqlSpUAiIiIID4+PlfyYMSIEUycOJEuXbrQtm1bqlSpAhiTaIwdO5a5c+dSp04dqlSpglKKqKgohg4diq+vL02bNqVKlSr2pTq6detG7dq1ady4MeHh4ZhyTO370EMP8a9//SvP+Y0aNYodO3ZQrVo1Ro8ezYoVKxg0aBAmk4no6GhiY2O5/fbbuf/++wl0wzUKPUKCyHDQqh5COII1LhE8zSjfUjgwTxSbKSwIMrPQyakof19nd8fhrHEXQWtJHohiMYVfqTxwddZzsXjVre7sbgjhEsyVwpxSeRAaCs8/f9MP6xAvvjjudHr62KmF7aO1XgWsukldAuDmzzbjIpo0aUJ0dLT9uc1mY+nSpbRo0YJNmzYxbdo0tNZorenatStLlixh5MiRTJs2DSDPnaGrJ5708vLinXfeYePGjdSoUYOBAwcCRqLhq6++Yu3ataSkpNiHNnTq1IkNGzawfPlykpOTadOmDWAs1REdHc3EiRNp2rQpJpOJxMQr5fYbNmygfv36ec7PZDLZ1xMNDw8nLi6OzMxMrFZjJlNfX198fHzw8fHJ8153kH2XTwhXYUtIwhQUUCbvOotryy7BtpbRiihrjHGxZwpzrVJzUbqYwkMAsJ6PdXJPCqdtNrLOxUrlgRCXmSqFkXXWtX9uRdG4beVBz549sVgstG3blnLlyjFlyhS6d+/OkCFD2LRpk30+gKysLO655x4A0tLS7MmDazl48CBjxozBZDLRrFkzZs2aBcDy5ctZtGgRSimGDh1KkyZNAJg8eTI///wzZrOZ6dOn2+cm6N69O1lZWYSGhrJgwQIAli1bxgcffED58uUJCwvjgw8+AK4s79GtWzdeffVV7rzzTnx8fAgKCmLKlCmcP3+ewYMHYzKZSE9PZ9q0aXh7ezsuqKWIKTQQW0ISOuPDxoAAACAASURBVCsLVUqXvRFlizUuEY9gmSzRXWXPdWGNTcCzZlUn98bx7MkDFxunLkoXjyB/8DRjPe/alQe2uETIsmKuVPrGpwtREsyVwkjbddDZ3RAO4NZXTTNnzsyz7ddff82zzWKx5Nl2JMfMG+vWrcvzeqNGjfJ935AhQxgyJO9cFvn1BeDHH3/Ms23MmDGMGTMmz/bstUYBBg0axKBBg3K97ufnx6ZNm/I9jrux3+WLu4i5QoiTeyMEWBOSMAW73xAiYci+I19WV4GxJw/CZdiCuHFKKUzhIVgvxDm7K4XKvsMqlQdCGEyVQrGeiymz8/q4E7cdtiDcm+nyXT6brLggXIQtPhEPmSzRbZX5YQsXjPOSOQ9EcZnDg11+zgPrOUkeCJGTuVIY+lI6tovJzu6KKCZJHgi35JF9l0/mPRAuwhqfJCstuDFTjmELZZE1Jh5MJqPsXIhiMIUHk+Xicx5knTMmhpNhC0IYzBWNnwVnTJooHEuSB8ItlfUP6qL0sSVclMoDN6Z8y6F8vMrs7yRrTDym0ECUh3zsEMVjqhDq+pUHMmxBiFxMlxNpMmli6Sd/xYVbujLngQxbEM5nS0tHp6ZJ5YEbU0phCg3CFls2fydZY+JlvgPhEKbwYKwx8WibzdldKVDWuVg8gvzx8HHPSamFuFp2FY5UHpR+kjwQbkkqD4QrsSUkAUjlgZvzCAkss7+TrDEJMt+BcAhTeAhkWe2/N12R9VyMVB0IkUP2z0OWJA9KPUkeFIHFYmHkyJHFauPo0aO0bNkSPz8/tmzZYt8eFxdH79696dixI2PHjkVrDcDu3btp37497dq1Y/Hixfb9Fy9eTLt27Wjfvj27d+8GQGvN2LFj6dixI7179yYuLq7QtrOdPHmSzp0707FjR9q3b8/OnTsBSE1NZeDAgURGRtKvXz8SEsreh1nl5YlHgF+ZvcsnSpfsChhTkCQP3JkpNKjsJg8uxEvyQDiEqYLxfWQ977orLmSdi5X5DoTIwaO8Dx6BfmSdueDsrrgFpdQspdTvSqm9SqmvlFIOWydZkgc3SeXKlVm7di0DBw7MtX3mzJk88MADbN68mZSUFNasWQPA2LFjWbp0KRaLhfnz5xMfH098fDzz58/HYrGwdOlSxo0bB8CaNWtITU1l8+bN3H///fZlHwtqO5u/vz8rVqxg8+bNLFq0iKeffhqAqKgoWrVqhcVi4cEHH2TWrFklHR6nKMt3+UTpYou/CIBHiCQP3JkpLKjMDqWyxsTbl6MUojjMFS7fwXTh5RqtZ6XyQIirmSqF2ecDESVuLdBEa90MOAT8y1ENmx3VkKNMmAB79jimrVtvhblz83/tmWeeoVOnTvTt25dLly7Rtm1bfvnlF5599ll27NhBYmIio0eP5vHHH8/1vsjISJYuXUpERASvvvoqERERDB8+nBUrVjB//ny01nTv3p1p06blel/58uUpX758nn5ER0czZcoUAO69916io6Pp0qULKSkp1KxZE4COHTuyY8cO+9deXl7UrFmTpKQk0tPTiY6Opnfv3vY2Fi5cWGDbPXr0sB87MPDKmvLe3t6Yzca3w6FDh+jfvz8ArVu3Zt68eUWIdulTlj+oi9LFejl5IJUH7s0UGlQml2q0XUpHJ6dK5YFwiOy5M1x10kStNVnn4+yzywshDOZKYfaVSETJ0lr/mOPpdmBgQfteL7etPBg2bBhLliwB4JtvvqFPnz4opZg2bRobN25k27ZtvPnmm2RmZl6zrfj4eGbPns2GDRvYsmULv/zyC/v27StSP+Li4ggKMu7GBAUFERcXR2xsrH3b1duDg4ML3R4UFER8fHyBbefHarUybtw4pk6dCkDTpk354YcfAFi1alWB7yvtTCGBZfKDuih9sisPTFJ54NZMIUHo5FR0eoazu+JQ2RVekjwQjmAKDwFcd9iCLf4iZGRK5YEQVzFVDJMJE53jUWC1oxpzSuVBSkoKFosl39fuu894OEoBhwHg4MGDfPvtt8ybN4+nnnoKi8XCZ599xpYtW/Dw8OD06dN8/fXXnDp1ijNnzmCxWEhMTGTbtm2Eh4dz7NgxkpOTSUtL4/Dhw9x+++0AJCcn89133xEbm7c05+zZs/zyyy9kZWUBYDKZ+P777/Hz8+Onn34iOTmZ/fv3c/LkSXuMDhw4gK+vLwD79++3bz916hT79u0jOTnZPo9CcnIyJpMJi8WSb9v5xX3WrFnUqVMHs9mMxWKhTp06/Pjjj7Ro0YJGjRpRvnz5Av+/rkdBx3eWkIxLeJ85V+w+udp5uTqJV17+u/cQBPy071f0Ya9cr0m8CleW4uMbe44QYMt3P2ANvfFEkqvFxPPoKSoBB8+eJM2F+lUUrhbL0qTEYqc1ESYTf+7cQ6KlguPbLybPv85SCfgj9iyXrnH+8v0lMbgepT1WgRkp+J+JwbJhA8iyvUURppTameN5lNY6KvuJUmodUCmf903VWn9zeZ+pQBawzGG90lrf9EfLli21K5g9e7Z+4YUXdOfOnbXWWsfFxelGjRrprKwsfenSJX3LLbfoEydO6I0bN+oRI0ZorbXu37+/3rZtm9Za6759++oPP/xQx8TE6A4dOujMzEyttdZWq1VnZWXle8xHHnlEb9682f588uTJetmyZVprrR977DG9evVqrbXW7dq103/99ZfOyMjQLVu21HFxcTouLk63bNlSZ2Rk6L/++ku3b99ea631qlWr9GOPPaa11nrZsmV6ypQphbad0zPPPKOff/75AmP0n//8Ry9YsKAI0by2jRs3OqQdR4l5cYE+WvVObbPZitWOq52Xq5N45RXz0rsFfi9KvApXluKT9F20PhLWQaftPVSsdlwtJsk/btVHwjroSzv3O7sr183VYlmalGTs/mzWX5976rUSa784Ujb8Tx8J66BTt/16zX3l+0ticD1Ke6wSolboI2EddNaFOGd3pVQAdupiXG8Dw4FtQPnitHP1w+XmPLiZHnroIapXr24f0x8UFESjRo3o0KEDDRs2JDQ0b8nZuHHjGDlyJPXq1cPb21i/NzQ0lAkTJnDnnXdiMpnw9PRkyZIlVKp0JRl08eJF+vfvz8GDBzlw4AA9e/bkpZdeYvLkyQwbNoyFCxfSrFkzunfvDsC8efMYPHgwWmvGjBljH5YwZswYOnfujFLK3u+7776b7777jo4dOxIQEGAfjlFQ2xMmTGDq1Kn89ddfzJs3j/bt2xMZGUl4eDgrVqzg4MGDjBkzBpPJRLNmzcr0hIk6PQOdcgnll3c+CiFuFmv8RTyC/FFKObsrwonK6hKy1hhjKJ0MWxCOYg4Pdtk5D7KXojPLsAUhcjFdXoEk62ys/D0oYUqpHsBkoLPWOtWRbbt18qBixYqkpaXZnyulWLFiRZ79IiIiiIyMBKBz587s378/zz4DBgxgwIABBR4rICCAdevW5dkeGhrK999/n2d7q1at+Omnn/Jsf/TRR3n00UdzbfPw8GDBggVFbnvu5Vkkw8PD853ToVGjRqW6LKqoTKHGfBDW2AQ8JHkgnMgWfxGPYJnvwN1lr0ZQ1iZyleSBcDRTeDBZLjrngfWcMWRV5jwQIjezPXkQg3eTOk7uTZn3DuANrL18Y2q71nq0Ixp26+SBcG/25EFcIp7Vqzi5N8KdWeMvYpLkgduz/04qYxO5WmMSUOV98PAt5+yuiDLCFB5C+v4jzu5GvrLOxuAR4IdHeR9nd0UIl5JdeSCTJpY8rXWJZWdktgrhtq5UHpStu3yi9LElSPJAgEeQP3h4YCuDwxak6kA4kqlCCNaYeLTN5uyu5GE9F4upklQdCHE1cwVjpRRZrrF0k+SBcFvZ44vL2gd1UfpY42TYggDl4YFHSEDZm/PgQrx9SIYQjmAKD4EsK7aEJGd3JY+sc7Ey34EQ+VDeXniEBkrlQSknyQPhtjzs44vL1gd1UfpI5YHIZgoNKnvJA6k8EA5mqmB8P1kvuN68B9ZzsTLfgRAFMFcKI+ts3qXsRekhyQPhtjz8fcHTXObGF4vSxZaahk7LwCM40NldES7AFBJYBpMHCZI8EA5lrmBcnLvapIlaa6znYu0TwwkhcjNVDJPKg1JOkgfCbSmljA/qZWxmc1G62BIuAmAK9ndyT4QrKGuVB1rry5UHMmxBOI4pPLvywLWWa7QlJKHTM6TyQIgCGJUHkjwozSR5INyaKbTs3eUTpYs1zkgeeATJsAVhLNdYlhKatovJkJllv9gTwhFM4cbEa1YXqzzIXqbRXFEqD4TIj7lSGNbzcWir1dldETdIkgfCrZlCg7DJagvCieyVByEybEFc/p0Ud9ElZ5G/EdYY486wDFsQjuQR5G8MO3SxOQ+y76hK5YEQ+TNVCgWbzeWqhkTRmZ3dASGcySMkiIz9h53dDeHGrPHZlQcybEEYv5Ow2bDFX7QvJ1uaWS8YlV2SPBCOpJTCFB7iupUHMueBEPnK/tm4WXODpB84woVJs6EUVjpsrnlnk6PhHTvUvrB5i7P7kpMkD4RbM4WWrRJhUfrY4qXyQFxhsq8Ck1g2kgdSeSBKiDk82OXuXkrlgRCFM11OGGSdjcG7ef0SP17K95vwvasNfg/0KPFjOVrGG1Fm/emPjQBJHgjhKkyhgcYER1lZKLP8OIib70rlgcx5ILAnDKwxCVC3upN7U3xXkgelPxEiXIspPNjlVluwnovFw98XD99yzu6KEC7JnCN5cDNc2rybsOkT8IyoeFOO51AO+D2ilHoGeBMI11o7JOgy54Fwa6bQINAaa3ySs7si3JQ1PhFVzhuPct7O7opwAdkVKGVlIld78qAMVFEI12IKD3HJygOpOhCiYKbwYFDqpizXmHXqHLaLSXg1qpVr+wsvvEC7du2IjIxk7969pKamMnDgQCIjI+nXrx8JCcbf30OHDhEZGUlkZCQTJ05Eaw3AypUrueOOO+jYsSPLli2zt1uuXDn7/u+//36e/hw7doxOnToRGRlJly5dOHnyJACTJk2ic+fOtG7dmkmTJjns/JVS1YDuwN8OaxRJHgg3l/1B3RZXNj6oi9LHFp8kVQfCLvsOva2MDKeyXkjAIzgA5SmVXcKxTBVCsMbEu9TkotZzsZI8EKIQymw2qoZuQvIgdfNuyrVrgfK4crm7Z88eduzYwdatW/n4448ZP348UVFRtGrVCovFwoMPPsisWbMAmDx5MjNmzMBisXDp0iXWrVuHzWZj0qRJrFu3jg0bNvDOO++QmGj8va5atSoWiwWLxcKIESPy9Ofdd99lxIgRWCwWHnnkEd5++20AXnvtNaKjo9mxYwc7duzgwIEDjgrBHGAyoB3VIDhp2EJKSgoWi8UZhxZOlJyc7HL/794n/6ICsGudhfQzf91QG654Xq5M4pVb6OGjmD09CoyJxKtwZS4+mVlUAw7/vJukW24sqeRKMQn97Q88y3u5TH+ulyvFsrQp6dj5JcYRnJnF5u9/wOZfvsSOcz0q/3WS9LrVOFzE85bvL4nB9Sgrsaro60PygUMcLOFzCf/6R6oOuZf09HT7tgMHDtC8eXPS09OpUKECx44d4+DBg9x3332kp6fTvHlz5s6dS3p6On/88QdNmzYlPT2dFi1asHbtWho0aEBoaCheXl7YbDZq167N5s2b6datG2fPnqVjx46EhobyxhtvUKNGjVz9qVevHjExMaSnp3PhwgVCQkLsfUtPTyczM5Py5csTGhpKeno6Wms1PeXP595X6vHLTURpraOKcu5Kqb7AKa31r0opR4TTzinJA19fXyIjI51xaOFEFovF5f7f08MjOPnyhzS9pSZ+N9g3VzwvVybxyu3U7P9CtSo0LCAmEq/ClcX4HPObRfWAEMLKwO+kU3O+gFuq0sBF+nO9XCmWpU1Jxy4pPovzi1dxR/U6eNZzgflBNBxPTCG0WSOaFfG85ftLYnA9ykqsztRdzaXNu6j9wocldgytNdZzsfi9cxtm7yvDQlu0aMHChQtRSvHbb79x6tQpatasyYYNG+jZsyfr168nPj4eb29vmjVrxsaNG+nVqxfr1q0jJCSEiIgI4uLiiImJwd/fn23bttG7d2+8vb05fvw4YWFhrFmzhjFjxrB+/fpcfbrnnnu4++67+eijj0hPT2fHjh14X+7b2LFj+frrr+nevTsVKlTAw8MDpZT+l2/N199LPZlvwkAptQ6olM9LU4HnMIYsOJzUEQq3Zp+crIyMLxaljzXhIl61b3F2N4QLMYUFlZnfSdaYeLzq13R2N0QZZK5oTLx28q685cHOZK4syzQKUZiAf/Qr8aFsWmtssYnozIxc2xs1asSQIUPo1q0btWvXpnHjxkycOJFnnnmGLl260LZtW6pUqQLA7NmzGTt2LHPnzqVOnTpUqVIFpRRRUVEMHToUX19fmjZtat8/LMz42b/77rt58skn8/RpypQpvPrqq/Tv359PPvmE5557jgULFgDw9ttvM2fOHAYMGMAPP/xAz549i3KOXfPbrpRqCtQEsqsOIoDdSqnWWuuzRYtgwSR5INyafc6D2LIxvliUPra4RDxulzkPxBWm0LKUPEjA1F6WaRSO59O6CWEznsaWnOrsrtgpTzP+95e+JeGEuJl8u7bBt2ubEj/OhX++Sdq2vXj2z32NPWbMGMaMGcP+/fuZMWMG3t7evPPOOwBERUUREREBQEREBF999RVaa4YNG0b//v0B6NSpExs2bCApKYl+/frRpk0bkpOTKVeuHCaTib1799oTCTlpre3bK1SoQFycsVpMWloaPj4+mM1mfH19KV++eMOwtNb7gArZz5VSx4FWjlptQZIHwq0pL088/H3LzAd1UbporbEmJGGSCRNFDqbQIC5t3cOp+8bd0PvDExI4FfSlg3t1Y2xxicbs2kI4mDKbCRzR39ndEEK4qHIdbiM1+mf8r0oedO/enaysLEJDQ1mwYAEHDx5kzJgxmEwmmjVrZp8wcfny5SxatAilFEOHDqVJkyaAMZHizz//jNlsZvr06Xh5ebFnzx5GjRqFv78/Sin+85//AMYEjWvXrmXSpEk8//zzjBo1CrPZTGZmpn2fhx56iNjYWDIzM+nYsaPLD02R5IFwex6hQVjLyMzmonTRKZcgIxOPYH9nd0W4EP+B3bElpcCNziJv0zf+Xgcr1/E2yndr6+xuCCGEcDPlOrQg7o330ZlZuYZJ/Pjjj7n2q1ChQr4TUQ4ZMoQhQ4bk2T5z5sw821q3bs0vv/ySZ/utt97KrbfeCkDjxo3ZsmVLnn2++OKLa55LcWitaziyPUkeCLdnCg2UygPhFNaEJABMwYFO7olwJX797sKv3103/P7DFguNXfzOhRBCCFGSTGHBmCMqkv7rH/i0auzs7pQZkjwQbs8UGkTWmQvO7oZwQ7bLFS8ewTJsQQghhBDCkcp1aknyl+vQ6RnX3tnVnItzdg/yJckD4fZMIYFkHDji7G4IN2RNuAiASZIHQgghhBAO5denC3Ez3uPi4q+d3ZXrtmvjppTbUNud3Y+rSfJAuL3sZdHSdh24ofd7HT5Bmv+NvdcdSbyuSN/9GyCVB0IIIYQQjuZZvQoVF05zdjduyP3q5cNa673O7sfVJHkg3J65SgV0Wganeoy+ofdXBE45tktlmsTrKkphrhDi7F4IIYQQQghRKEkeCLfnP/RePOtWR2dZb+j9+/btpWnTZg7uVdkl8crNHB6MKTTI2d0QQgghhBCiUJI8EG7Pw8eb8pG33/D708xp+Ea2cWCPyjaJlxBCCCGEEKWPh7M7IIQQQgghhBBCCNfmlMqD48eP06pVK2ccWjhRSkoKvr6+zu6Gw5XV8yopEq/rI/EqnMQnL4mJ40gsb5zE7tokRhKD6yGxcju3XWsHpVQPYB5gAt7TWs/IZ5/7gRcBDfyqtR5SnE45JXlQo0YNdu7c6YxDCyeyWCxERkY6uxsOV1bPq6RIvPJKToZZs+DddyE2FkJDYcwYmDQJdu6UeBVGvp/ykpg4jsTyxknsrk1iJDG4HhIr96KU2n2N103AAqAbcBL4WSm1Umt9MMc+dYF/Ae211vFKqQrF7ZcMWxBCCCdKToY2bWDmTIiJAa2Nf2fONLZfumRydheFEEIIIYRraQ0c0Vof01pnAJ8Cfa/a5zFggdY6HkBrfb64B1Va6+K2cd0aNmyoFy5ceNOPK5wrOTkZPz8/Z3fD4crqeZUUiVduH35YnU8/vYWMjLxJAi8vK/37H2XUqNNO6FnpIN9PeUlMHEdieeMkdtcmMZIYXA+JlXvp0qXLX0BMjk1RWuuo7CdKqYFAD631yMvPhwJ3aK2fyrHP18AhoD3G0IYXtdY/FKdfThm24OvrK2U3bqislluV1fMqKRKv3AYNgoyM/F/LyDDxww81+OSTeje3U6WIfD/lJTFxHInljZPYXZvESGJwPSRWbidGa13cSQLNQF0gEogANimlmmqtE260QRm2IIQQThQbW/jriYmeN6cjQgghhBCitDgFVMvxPOLytpxOAiu11pla6z8xqhDqFuegkjwQQggnCg0t/PXAwMyb0xEhhBBCCFFa/AzUVUrVVEp5AQ8CK6/a52uMqgOUUmFAPeBYcQ4qyQMhhHCiMWPAxyf/13x8oE+fq5PIQgghhBDCnWmts4CngDXAb8DnWusDSqmXlVJ9Lu+2BohVSh0ENgKTtNbXqHktnNsmDxITE4mMjCQyMpKgoCDatm1LZGQk//3vf4vcRteuXTl+/LjD+1ajRg0mTJhgfx4ZGcnJkycL3N9isbB37958XytXrhyRkZG0bt2aN998s8h9WL9+Pbfffjtjxoxh8eLFrF27FoD58+fn2u/SpUv07NkTi8XCyJEji9z+9bBarfTt25c//vjD/n+WfV6RkZFs2bLlhtqNiYlhyJBiLXUqRLFNmgS1a+dNIPj4GNsffLDgn30hhBBCCOGetNartNb1tNa1tdavXd42TWu98vLXWms9UWvdSGvdVGv9aXGP6ZQJE11BYGAgFosFMC7Oly5dSkREBGBcrJpMzlsezWw289NPP3HmzBkqV658zf0tFgt16tShWbNmeV6rWrUqFouFzMxMbrvtNoYMGUKVKlXsr9tsNjw88uaQPv/8c2bOnEmXLl1ybZ8/fz7jxo2zP1+3bh133XXX9Zzedfv666/p3Lkz9evXt/+f1alTx/51tuv9fwsLC8Pf359ff/2V5s2bO7DHQhSdnx9s3w6zZsHChcYcCKGh8MQTRmJh506rs7sohBBCCCGE+yYPrnb8+HH69etHgwYN8PT0ZOjQobz88stkZWUREhLCZ599ho+PD/PmzePjjz+mdu3axMXF2d//r3/9i61bt5KRkcHUqVPp3bs3c+bM4dNPP6V8+fLcd999jB8/vsj9mTRpEm+88QZz587Ntf3q47Rr147FixdTrlw53nvvPdavX5/vBbSnpyeNGzfmxIkTDBkyhJYtW7J//35mzZrFK6+8wvnz5/Hw8GDRokX88ccffPPNN+zYsYMRI0YQExNDnTp18PDw4NSpU0RGRtKtWzemTp3Kt99+y6RJkzh1Km9p9blz5xg+fDipqan4+vry+OOPk5qayoABA0hNTUUpRVRUFKdPn2by5Mn4+vpSo0YNPvzww1ztfP7557z00kv5xslisTB9+nQCAgKoXbs2Z8+eZeTIkXTo0IGlS5dy5MgRXnzxRaKjo5k2bRpKKRo0aMDChQtRStGzZ09WrFghyQPhVH5+8NJLxkMIIYQQQghXJMmDHI4fP8769esJCAggJSWFjRs3AjBlyhQ+//xzevToweLFi/n5559JTU2lVq1aAPzwww/Ex8cTHR1Namoqbdu2pVevXixbtoyNGzfi7++PzWa7rr4MGjSIWbNmcebMGfu2/I6zZ88ehg8fTp06dXj44YcLbO/ixYvs2bOH2rVrA9CqVStmz57N3Llzadq0KdOmTWPTpk1MnjyZL7/8kh49etgvwl988UUAhgwZwrRp0+x3/LXWHDlyhLp16+abPJg+fTqDBw9m2LBhLFmyhGXLlnHLLbcQHBzM6tWrAaPy4Z133uHVV1+le/fu+cbpwIED1KlTp8BzO336NN999x2enp4MHz48z+taayZMmIDFYiEwMJCnn36a77//nt69e1OvXj0++OCDAtsWQgghhBBCCOHGcx7kp0mTJgQEBADGBWv37t3p3Lkz33zzDSdOnODPP/+kSZMmmM1mAgICaNCgAQD79u0jOjqayMhIevbsSXp6OrGxscydO5dx48bx8MMPs3Xr1lzH+u9//0tkZCS9e/fOty9KKSZPnsyMGTPs2wo6TmGyKwX69OnDiy++SFhYGADt2rUD4I8//rB/3a5dO37//fcix2vHjh3cfvvtBb5+ddsnTpygRYsWtGzZkocffpjx48dz8eJFJk2axMqVK3nooYfyVB0URatWrfD0NJazU0rZt2utAWNug+PHj9O3b18iIyPZvHlzoXNICCGEEEIIIYTITSoPcshZ7v/aa6/x0ksv0bZtWyZPnozWmpo1a3LgwAGysrK4dOmS/UK7cePGdO/enXnz5gGQkZGBl5cXt912Gx06dODkyZP07duXXbt22dsfOHAgAwcOLLQ/AwcOZNasWVy8eLHQ43h5eZGVlZVvG9lzHhR0rvXr12fr1q107dqVrVu3Ur9+/UL7ZDab7fMkrFy5kj59+hS4b3bbderUYevWrVSrVo309HQmTpyIUopXX32Vjz/+mBEjRvDOO++gtaZevXoMGjTInsTJPu8jR47YkzUFnQtASEiIPTGwa9cugoKCCAsLo1atWnz33Xf4+fkBkJlpLH936NAhmjRpUug5CyGEEEIIIYS7K1XJg+RkY1Kxd9+9MqnYmDHGpGKXrwkd5sEHH2TEiBHUr1+fwMBAAgICqFChAg8//DB33HEH9erVo2bNmgD07NmTrVu3EhkZiVKKiIgIPv74Y4YOHUpMTAxpaWk8awxM5gAAIABJREFU+eST192H7OqDQYMGFXqcbt26MWHCBL777js+//zzfCdALMhjjz3GsGHD6NSpE0opFi1aVOj+AwcOpFevXtxzzz1s376dV155xf7a6tWr6dq1K2AkDv7973/zyCOP8N5771G+fHlGjRrFwYMHGTdunD0J8dFHH/HWW2/x448/YrPZ6NatW67EARhDOL7//vsCkwc5jRw5ksGDB7N8+XLCwsIICgpCKcVbb71Fnz590Frj4eHBnDlzaNasGatWreKJJ54ocryEEEIIIYQQwh2p7NLum6lVq1Z6586d1/We5GRo0waOHoW0tCvbs5cz277d8QkEUbCMjAy++OILBg8eXOT3WCwWIiMjr/tYVquVfv368eWXX2I2Oy7fFRMTw9ixY/nkk0+K1c6Nnpe7knhdH4lX4SQ+eUlMHEdieeMkdtcmMZIYXA+JlXtRSu3SWrdydj+uVmrmPJg1K2/iAIznR48ar4ubx8vL67oSB8VhMplYuXKlQxMHYCzVWNzEgRBCCCGEEEK4g1KTPHj33byJg2xpacb66EIIIYQQQgghRFmnlOqhlPpDKXVEKfVsPq+PVkrtU0rtUUptUUo1Ku4xS03y4BqLClzzdSGEEEIIIYQQorRTSpmABcA9QCNgcD7JgeVa66Za61uBmcBbxT1uqUkehIYW7/X8HD9+nODgYCIjI2nVqhXLly8v8nsfeughAPbs2cOmTZvs2ydMmMCFCxeuvzNCCCGEEEIIIcS1tQaOaK2Paa0zgE+Bvjl30FpfzPHUFyj2ZIelJnkwZowxOWJ+fHzgRifMb9myJRaLhQ0bNvDcc88VuOTh1ZYtWwbkTR7MnTuX8PDwG+uMEEIIIYQQQghRuKrAiRzPT17elotS6kml1FGMyoNxxT2oU1ZbaNiwoV54nZMUXLpkYsyYFpw+XY6MDJN9u5eXlSpVLvHuu79Qrpz1uto8e/Yss2bNYvbs2QA88cQT1KhRg5MnT6K15sknn6Rhw4YsXLiQ/fv34+Xlxb333sudd97JQw89xLJlyxgxYgSpqalUrFiRqVOn8tprrzF16lRWrFhBs2bN6NChA+np6Tz55JMsWrSIX3/9lQ8//BClFLfccgtPP/00Sqnr6ndplZycjF8ZXBKjrJ5XSZF4XR+JV+EkPnlJTBxHYnnjJHbXJjGSGFwPiZV76dKly19ATI5NUVrrqOwnSqmBQA+t9cjLz4cCd2itn8qvPaXUEOBurfUjxeqY1vqmP1q2bKlvRFKS1tOmaR0errWHh/HvtGnG9hvx559/6rvuuktrrfXJkyd1rVq19D/+8Q+ttdZHjx7Vt99+u9Za60aNGunMzEyttdZWq1VrrXXt2rW11lp/+OGH+pVXXrG32blzZ33ixAm9Z88e3b9/f6211p988on+97//rW02m7711lt1QkKC1lrrCRMm6G+//fbGOl8Kbdy40dldKBFl9bxKisTr+ki8CifxyUti4jgSyxsnsbs2iZHE4HpIrNwLsFMXcj0NtAXW/D979x1Xddn/cfz1ZSpDBXHlRjRXaWnmFleaZlrOHHfuyrtxNyxtZ5aZLbOszFJzVTbUysx5TM1cP82tOFBxKzgQ2dfvjyMnkA0HEXw/ffDgnOt7neu6vh+QB+fDNZI9Hw2MzqC+C3Ahozaz8uHcs+/ymI8PvPGG/cNZNm/eTOvWrbEsi+HDh1Py6uYJgYGBREREAPDOO+8wePBgXFxcGDlyJHXq1Mm03Xr16hEWFkZERASzZs3io48+4uzZs4SGhtK1q305SmRkJLfeeqvzbkZEREREREQKu41AdcuyqgLHgD5A3+QVLMuqbowJufq0MxBCLhWo5EFeaNCgAcuWLQNg/vz5LFy4kKFDh3Lw4EFKlCiBMYZ27drRpUsX1qxZw6uvvsqPP/7oeL2Hh0e6+yT07t2biRMnEhkZSVBQEMYYAgMD+fXXXx3TjuLi4vL+JkVERERERKRQMMbEW5b1OPAH4Ap8bYzZaVnWGOyzFhYCj1uW1Q6IAyKA3C1ZQMmDFO6//35+++03mjdvTkJCApMmTSI+Pp57770XgOjoaF599dUUr2nWrBmffPIJO3bs4JNPPklxrV+/flSuXJmJEycCYFkWH3zwAffffz/GGFxcXPjwww+5/fbbr88NioiIiIiISIFnjFkELLqm7NVkj59ydp83dfKgSpUqjlkHAC4uLnz55Zep6tlstlRl+/fvB6By5cr89ddfadYtU6YM0dHRKV7XqlUrVqxYkcuRi4iIiIiIiFw/BeaoRhERERERERHJH0oeiIiIiIiIiEiGlDwQERERERERkQwpeSAiIiIiIiIiGSpYyYPISHjtNShVClxc7J9fe81eLiIiIiIiIiJ5ouAkDyIjoXFjePddOHsWjLF/fvdde3kOEgihoaFYlsX8+fMdZUFBQU4Zrs1mY9u2bY7n/fr1c0q7IiIiIiIiItdbwUkeTJgABw7ANUcfEh1tL58wIUfN1qxZk3feeQdjjBMG+a9rkwezZ892avsiIiIiIiIi10vBSR5Mnpw6cZAkOho++yxHzZYvX54777yTBQsWOMouXLhAr169aNu2LW3atGH//v0AfPfdd9SrV4/u3bvToUMHbDYbAB06dCA4OJhGjRqxbt06wsPDmT59Om+99RbBwcEkJCQ4ZjR0796df/75B4CjR4/Spk0bAObNm0eLFi1o3rw5Y8aMydG9iIiIiIiIiOSFgpM8OHcud9cz8OKLL6aYfTBu3DgefPBBli9fzocffsioUaNISEjglVdeYc2aNXz77beEhYU5Xv/TTz9hs9mYMWMGL730Ev7+/gwcOJCXXnoJm82Gq6uro+5//vMfvvnmG8A+G6F///5ERETw/vvvs2LFCtasWcOWLVvYvn17ju9HRERERERECi/LsjpalrXXsqz9lmWNSuO6p2VZ3129vt6yrCq57dMttw1cNyVL2vc4yOh6DlWoUIEGDRo49j7Yvn07q1at4vPPPwfAzc2Ns2fPUqZMGXx9fQG44447ALhy5QpPPfUUe/fuxdXVlWPHjmXYV6dOnXjllVdISEjgxx9/ZMWKFezZs4fDhw/Tvn17AM6fP8/hw4e57bbbcnxPIiIiIiIiUvhYluUKfAq0B8KAjZZlLTTG7EpWbQgQYYwJsiyrDzAe6J2bfgtO8mDECPvmiGktXShSBB57LFfNjx49mu7duwNQp04dmjRpwgMPPABAbGwsrq6unDp1isjISIoUKcLWrVsBWLx4Ma6urqxevZpdu3Zx//33A+Dh4UF8fHyqftzd3QkODmbcuHHUqFEDX19fAgMDCQoKYtmyZbi5uZGYmOj0PRhERERERESkUGgE7DfGHASwLOtboCuQPHnQFXj96uMfgE8sy7JMLt5oWvnxJrV69epm7Nixjuf+/v4AhIeHO8q8vb3x8fHhzJkzJCYm4hYdTbtXXsHn1ClcY2Md9eLd3YkuX56/P/yQczExjnJfX1+8vLw4deqUo8zDwwM/Pz8iIiKIjY3l9OnTTJkyhUmTJhEVFcXEiRP5559/GDduHDNmzODChQvExsZyxx130KVLFzZs2MCCBQsoWbIkly9fplevXpQrV44PPvgAT09PgoKCWLNmDRMnTuTMmTN89tln+Pj48L///Y+nn36aqVOn4uPjw/r163nxxRd54YUXaNCgASVLlmTx4sUsWLAAFxcXXF1deeWVVyhWrBjnz5/P1j0lKVOmDFFRUVy6dMlRVqJECccsiiRFixalWLFinDt3zpHscHFxoVSpUkRGRnL58uVsfZ3APlOjZMmSXLx4kStXrqToy9PTs1DdU0BAAJcuXSImm997N/o9xcfHF7qvU0G9p6TXF6Z7KoxfJ91T4bynxMTEFP0Uhnu6Xl+nokWLAhSqeyqMX6f8vid3d3fi4uIK1T3l1dcpPDycuLi4QnVPhfHr5Kx76tOnz2Eg+bT7KcaYKUlPLMvqAXQ0xgy9+nwAcLcx5vFkdXZcrRN29fmBq3UymM6fsXxJHjRs2NBs2rQp+y+MjLSfqvDZZ/Y9DkqWtM84GDkSfHycP9BrxMXFOX7INWjQgCVLllC2bNk877ewsNlsBAcH5/cwnK6w3ldeUbyyR/HKmOKTmmLiPIplzil2mVOMFIPsUKxuLpZlbTbGNMzger4kDwrOsgWwJwjeeMP+kQ+mT5/O7NmzuXjxIv/5z3+UOBAREREREZHr7RhQMdnzClfL0qoTZlmWG1AcyPkpAxS05EE+GzZsGMOGDcvvYYiIiIiIiMjNayNQ3bKsqtiTBH2AvtfUWQg8DKwDegArcrPfASh5ICIiIiIiIlJgGGPiLct6HPgDcAW+NsbstCxrDLDJGLMQ+AqYaVnWfiAce4IhV5Q8EBERERERESlAjDGLgEXXlL2a7HE00NOZfbo4szERERERERERKXyUPBARERERERGRDCl5ICIiIiIiIiIZUvJARERERERERDKk5IGIiIiIiIiIZEjJAxERERERERHJkJIHIiIiIiIiIpIhJQ9EREREREREJENKHoiIiEjeiYyE116DUqXAxcX++bXX7OUiIiLiVJZl+VuWtdSyrJCrn/3SqFPZsqz/syxrq2VZOy3LejQrbSt5ICIiInkjMhIaN4Z334WzZ8EY++d337WXK4EgIiLibKOA5caY6sDyq8+vdQJoYoypD9wNjLIs65bMGlbyQERERPLGhAlw4ABER6csj462l0+YkD/jEhERKby6AjOuPp4BdLu2gjEm1hgTc/WpJ1nMCyh5ICIiInlj8uTUiYMk0dHw2WfXdzwiIiKFXxljzImrj08CZdKqZFlWRcuytgFHgfHGmOOZNWwZY5w3zCyqVauW+Uy/MNx0IiMj8fHxye9hOF1hva+8onhlj+KVMcUntRspJq3atMHK4PcMY1msWrHiOo4oe26kWBY0il3mFCPFIDsUq5tL69atDwNnkxVNMcZMSXpiWdYyoGwaL30JmGGMKZGsboQxJtW+B8mu3wLMB7oYY05lNC63LI7fqby9vQkODs6PriUf2Wy2Qvl1L6z3lVcUr+xRvDKm+KR2Q8WkZEn7HgfpsAICbpyxpuGGimUBc9PGLjLSvhxn8mQ4d87+f2DECBg5Eq5543fTxigZxSDrFKubzlljTMP0Lhpj2qV3zbKsU5ZllTPGnLAsqxxwOqOOjDHHLcvaAbQAfsiorpYtiIiISN4YMQKKFEn7WpEi8Nhj13c8InlJG4SKyI1hIfDw1ccPAwuurWBZVgXLsopefewHNAf2ZtawkgciIiKSN0aOhGrVUicQihSxl48cmT/jEskL2iBURG4M7wDtLcsKAdpdfY5lWQ0ty5p6tU4tYL1lWf8Aq4D3jDHbM2tYyQMRERHJGz4+8Pff8PzzUKoUuLjYPz//vL1c63elMNEGoSJyAzDGnDPGtDXGVDfGtDPGhF8t32SMGXr18VJjzO3GmHpXP0/JuFW7fNnzQERERG4SPj7wxhv2D5HC7Ny53F0XEbnBaeaBiIiIiEhulSyZu+siIjc4JQ9ERERERHJLG4SKSCGn5IGIiIiISG5pg1ARKeSUPBARERERyS1tECoihZw2TBQRERERcQZtECoihZhljLnunbq4uJiiRYte934lfyUmJuLiUvgmuxTW+8orilf2KF4ZU3xSU0ycR7HMOcUuc4qRYpAditXNJSoqCmOMld/juFa+zDwoWrQoly9fzo+uJR/ZbDaCg4PzexhOV1jvK68oXtmjeGVM8UlNMXEexTLnFLvMKUaKQXYoVjcXy7Ki8nsMaVH6SkREREREREQypOSBiIiIiIiIiGRIyQMRERERERERyZCSByIiIiIiIiKSISUPRERERERERCRD1+2oRsuyhgPDAdzc3BosXbo0T/rZuXMnFy5coGnTpnnSvuRcZGQkPj4++T0Mpyus95VXFK/sUbwypvikppg4j2KZc4pd5hQjxSA7FKubS+vWraOMMd75PY5rXbfkQXLe3t4mL45qXLZsGV27diUwMJAtW7bg5pb1kyi/++47Ll++zODBg5k8eTIfffQRiYmJ7N+/P1Xd0NBQ7rjjDurXr8+VK1coXbo07777LjVr1szWeBcvXszOnTt59tln0+zjmWeeITw8nNjYWJo1a8aECRNS1YuLi6N27do8/PDDvPzyy2n2M23aNIYPH05cXBxgPzf0ySef5NChQyQkJPDzzz/j5+eXrbHnRGE9Yqaw3ldeUbyyR/HKmOKTmmLiPIplzil2mVOMFIPsUKxuLpZl3ZDJgwK1bOH06dOEhoamee3nn3+mc+fOBAUFsXTp0mwlDgA+//xzBgwYAED37t3ZuXNnhvUbNGjAypUr+fvvvxk9ejS9evUiJiYmW3127NiRBQsWON7UJ4mPj6dHjx68+OKL2Gw2/vrrL9q1a5dmG1988UWGSYvo6Gh+/PFHKlWq5Ch744036NWrF8uXL8dms12XxIGIiIiIiIgUXAUmebBt2zbq1atHYGAg3bt3Z/369Y5r33zzDT179uTOO+/EZrNRtmzZbLW9e/duypQpg7u7O0CKx1nRpEkTbrvtNjZt2sSuXbto06YNrVq1om3btpw5c4bdu3fTtWtXR/0hQ4awevVqwJ6EWLVqVYr2NmzYwK233krDhg0dZR06dADgnXfeYfv27YB9+tLvv/9O9+7d0x3bxx9/zKOPPoplWY6yZcuWsXjxYoKDg3nttdeyfJ8iIiIiIiJycyoQyYO1a9fSsmVLXF1defbZZ1mxYgWNGzcmODiY559/nocffpjg4GCWLl2ao7+i79ixg6CgoFyNsWLFihw7doyqVauybNkyVq1aRY8ePfjss8+oVasWly5d4uTJk0RGRrJt2zZatGgBQI0aNRzJgCRHjx6lYsWKafYzatQobrvtNgAmTJjA//73v3THFBERwZ9//sl9992XonzHjh20adOGlStXsmvXLhYvXpybWxcREREREZFC7oZPHixatIj27dtTunRp1q5dy4QJEzhy5AgffPABBw4cYMKECXTr1o1ff/01XzcROXr0KOXLlycsLIyuXbvSqlUrvvjiC44ePQrAoEGDmD59Ot9//z29e/fOsK2KFSty5MiRDOucOnWKLVu20L59+3TrjBs3jueffz5Vub+/Px07dsSyLDp06MC2bduycIciIiIiIiJys7qhkwdz5syha9eu1KxZkzVr1lC5cmUAfH19efrppzl48CCrV69m3rx5FClSJMf91K1bN82NEbNqw4YNbN++nYYNG/LJJ5/Qt29fVq1axfDhw0nakLJnz578/PPPzJw5k4cfftjx2n379lG3bt0U7TVq1Ih9+/axadMmR9mSJUtS1Nm+fTtnzpyhY8eOvP/++3zzzTf88ssvKers27ePt99+m44dO3LixAlH0iI4ONjR9qZNm3I960JEREREREQKt+ztKngdrVy5kv79+9OyZUsWLFhA8eLFU9Vxd3enefPmue6rVq1anDhxgtjYWDw8PJg3bx5ffPEFx48fp127dowZMybV0Y+bN2+mdevWREdHExAQwNy5c/H09KRbt248/vjjzJ07l/LlyzvqFylShMaNG3P8+HFKlSrlKN+0aRPjx49P0babmxs//PADTz/9NBEREcTFxdGsWTPuuece3nnnHTp37ky7du0cmyhOnz6dsLAwunTpwsmTJ5kwYQLvv/8+8+fPd7QZFBTEd999B9j3TRg2bBjR0dFUr16dbt265TqGIjeKwYMH4+/vz3vvvZffQxERERERKTRu2ORBy5YtmTBhAiNGjKBo0aJ53t9jjz3GzJkzGTJkCD179qRnz57p1q1SpQoRERFpXmvdunW6JzVYlsXw4cMdzxcvXky3bt3w8PBIs4+ff/45VfmoUaNSlQ0cONDxuGzZsrz//vup6iSfWVG5cuVUMxlECoPo6Gjmzp1LUFCQkgciIiIiIk50wyYPkjZHvF769OmTp+0//PDDXLp0KcUeBR07dqRjx4552q/IzWTDhg1ER0dz8OBBjDEpThkREREREZGcu2GTB4XNjBkz8nsIIoWezWYDICoqilOnTmX72FYREREREUnbDb1hoohIdthsNlxc7D/WDh48mM+jEREREREpPJQ8EJFCITo6mnXr1tGhQwcADhw4kM8jEhEREREpPJQ8EJFCIWm/g4EDB2JZlmYeiIiIiIg4kZIHIlIo2Gw2LMuiffv2lC9fXskDEREREREnKlAbJq7vNSLda3d/Pznb7bVp04aJEydy2223AXDx4kUaNGjA3r17Heumwf6mZNasWUydOjX7gxaR68Jms1G/fn38/PwIDAzUsgUREREREScqUMkDgIp9u6YqW37pNPtmzkyz/oABA9Jtq1+/fsyZM4dx48YB8NNPP/HAAw+kSByIyI0vab+Dxx57DIBq1aqxePHifB6ViIiIiEjhUWjeJd95552pPjLTo0cP5s+fjzEGgDlz5lC+fHnuvvtumjRpwptvvpnqNcHBwYSFhQEwduxYpk+fDkBQUBAjR46kSZMmPP7447z11lu0bNmSrl27OtofPXo0rVq1okmTJvz6669OunMRSdrvIDg4GIDAwEBOnDhBVFRU/g5MRERERCQPWJZVwrKsHyzL2mNZ1m7Lsppcc724ZVm/WJb1j2VZOy3LGpTbPm/ImQcz05lFUMPJ/RQvXpw6derw119/ERQUxMmTJ/nkk0/YuHEjxYsXp3379tx///1Zais+Pp4BAwYwYcIEatWqxVtvvcVLL71Et27d2Lp1K6dOnSIiIoJVq1YRFRVFkyZN6Ny5M5ZlOfmuRG4+SfsdtGjRArAnDwAOHTpEnTp18nNoIiIiIiJ5YSKw2BjTw7IsD8Drmuv/BXYZY7pYllUK2GtZ1mxjTGxOO7xuyQPLsoYDwwHc3Nyw2WwZ1vf390+zPDQ0NHVhSa+0yyHTfurVq8e7775LxYoVadCgAZs2bWLr1q0AlCtXjp9++gk/Pz9OnDiBzWbjwoULrFu3jlKlSnHw4EEiIyOx2WzExcURHh6OzWbDy8uLmJgYxxuaFStWEBISwu+//079+vUBiIiIYOHChRQvXjzD8RUmSbEqbArrfeWVvIjX/PnzCQoK4p9//gHg/PnzACxYsIAzZ844ta/rTd9fGVN8UlNMnEexzDnFLnOKkWKQHYqVJGdZVnGgJTAQ4GpC4NqkgAF8Lftfq32AcCA+N/1et+SBMWYKMAXA29vbJE0vTsvMmTOpUqVKqvJISLP8wKXTaZaHh4eTUT8ATZs2pW7duhw/fpwff/yRtm3bUr9+fYoXL87YsWN57rnniIiIYMeOHQQHBxMYGEjFihVp3LgxH330ES1btiQ4OJiiRYs6+vLz86NJkyZUqVKFH374gXr16lGrVi08PT2ZOHEiALGxsXh4eGQ4tsLGZrNl+vUoiArrfeUVZ8crOjqa3bt389hjjznarVOnDv/973/x9vYu8F8bfX9lTPFJTTFxHsUy5xS7zClGikF2KFY3HTfLsjYlez7l6vvpJFWBM8A0y7LqAZuBp4wxl5PV+QRYCBwHfIHexpjEXA0qNy/OS//3f/+XqqwGcHTOgtSVuzRJs35WeHh4EBwczN69e6lUqRITJkzgnnvuwcXFhXvvvZd69eqlyPI9+eSTDB06lBo1auDp6Znlfjp16sRff/1FcHAwlmVRoUKFdJdniEjWXbvfAUBAQAA+Pj46cUFERERECqJ4Y0zDDK67AXcCTxhj1luWNREYBbySrE4HYCvQBqgGLLUsa7Ux5mJOB3VDJg/SPSEhnfK7c9nflCn/JnG6detGt27dUlwPDg52vDFp1aoVO3bsSNXG/v37HY+XLVvmePzJJ584Ho8dOzaXIxWRa23cuBGAJk3+3SPGsiwCAwM5ePBgfg1LRERERCSvhAFhxpj1V5//gD15kNwg4B1j371/v2VZh4CawIacdlpoTlsQkZtTSEgIfn5+lCpVKkV5tWrVlDwQERERkULHGHMSOGpZ1q1Xi9oCu66pduRqOZZllQFuBXL1y7GSByJSoIWEhFC9evVU5YGBgRw6dIjExFwt7RIRERERuRE9Acy2LGsbUB9427KsRy3LevTq9TeBppZlbQeWAy8YY87mpsMbctmCiEhWhYSE0LJly1TlgYGBREdHc+LECcqXL58PIxMRERERyRvGmK3AtfsifJ7s+nHgHmf2qZkHIlJgXblyhaNHj6Y586BatWoAWrogIiIiIuIESh6ISIGVdJpCessWwDnJg0OHDjFgwAD27NmT67ZERERERAqimzZ5EBoaip+fH8HBwTRp0oQnnngiR+18/vnn3H333bRq1YpmzZoRHh6ebt3XX3+dWbNmARAUFJRmnfHjx7NixQoGDRpEcHAwVapUoVatWgQHB/Pyyy/naIwZmT59Ok2bNqVZs2ZpHncZHR1Nv379aNGiBf369SM6OhqAyZMnU6NGjVT3UbVqVcfpFG+99RYAu3bt4n//+5/Txy4SEhICpJ08qFy5Mi4uLrk+rnHp0qU0bNiQWbNm8e233+aqLRERERGRguqm3vOgQYMGjmMV27Zty86dO6lTp06WXx8ZGcmkSZP4559/cHNz49KlS3h6euZ4PDExMfzxxx+88MILtGnTBrAnHIKCgujfv7+jXmJiIi4uuc/7RERE8PHHH/P3339z7NgxBgwYwJo1a1LUmT59OjVr1mT27NmMGTOG6dOn8+ijj9K9e3eGDRtGrVq1UtR3dXXFZrOlKKtduzYHDhzg/PnzuR6zSHIZJQ88PDyoWLFijmceGGN47733GDVqFLVr18bT05Ndu67dxFZERERE5OZw0848SC4+Pp4rV67g6+tLaGgo7dq1c1xL+st679692bJlCwCHDx+mffv2uLq6cuXKFf766y/i4uLw9fXFw8MDgNGjR9OqVSuaNGnCr7/+mqVxrFixgkaNGqV7PSgoiBdffJG2bdtazQ2bAAAgAElEQVSyaNEihg4dmmqcFy5coFevXrRt25Y2bdqwf//+dNvbsGEDLVq0wMPDg6pVq3Lp0iViYmJS1Fm1ahX33XcfAF26dGHVqlUAlClTBnd391RtGmNo3bo1HTt2ZOvWrY7ydu3asXbt2ixEQSTrQkJCCAgIoESJEmleDwwMzHHy4LnnnuP555/nwQcfZN26ddx1111KHoiIiIjITeumTh5s3ryZ4OBgateuTYUKFahUqVK6dYcPH85XX30FwLRp0xgyZAhFixZlxowZfPTRR1SrVo2hQ4cSExPD4sWLiYiIYNWqVSxfvpyXXnoJY0ym49mxY0e6yxnAnuTo0qULK1euxMvLK80648aN48EHH2T58uV8+OGHjBo1Kt32zp07h5+fn+N5iRIlUi27SF4nrevXWr9+PStXrmT8+PEpZkvUqFFDG9eJ0+3fvz/NWQdJAgMDc7RsYffu3Xz00UcMHTqU77//Hh8fH2rVqsW+ffuIj48HwOgISBERERG5idzUyYMGDRpgs9nYt28f5cqV49tvv8WyrBR1kt70t2nThvXr1xMVFcUvv/zCAw88AECLFi346aefCA0NBWDOnDls376dVatWERwcTKdOnYiJieHcuXO5Hq+rqyuNGzcGSDXOJNu3b2fixIkEBwfz1FNPZbhUwN/fP8X1Cxcu4O/vn26dtK5fKyAgAIB69erh5eVFRERE5jcmkkMhISGZJg9Onz5NZGRkttp98cUX8fb2Zty4cY7/a7Vr1yYuLo49f/7FiX4vEFrrfqJWbsjV+EVERERECoqbOnmQnJ+fH2fOnMHPz4/jx49jjOHkyZMcO3YMsL9Z79GjByNGjKBly5Z4enoSHR3tSBq4uLhQunRpEhMTqVOnDvfccw82mw2bzca2bdscb6ozUrdu3QyXGViW5Xgj4+/vT1hYGABbt251/DW0Tp06PP/8846+Fy1aBMDp06cdmx0mufvuu1mzZg1xcXEcOXIEHx+fVHs2tGrVytHGokWLaNWqVbrji4mJcfRx7Ngxzp8/75hOvm/fPqpWrZppDESyKioqimPHjmWYPEg6rnHfvn3ExsYSGxvLwYMHmTJlCr169aJChQo888wzKWYGrVu3jvnz5zNy5MgU/29rBdn7Wd3rca6s3YJrCV9O9BnJ+S/mZWlmkYiIiIhIQVYgN0w8wQn60Ifv+I6ylM1xO0nLFowxFCtWjNmzZ1OsWDE6duxIkyZNaNSoEWXKlHHUHzRoEBUqVHDsfRAXF8ewYcOIiorC1dWVChUq8Oqrr1KkSBH++usvgoODsSyLChUqMHPmzEzH07p1a8aPH5+lsd92220UK1aMVq1a0apVK9zc7F/Kl156iUcffZRJkyZhjKFz584899xzPP300zz77LPceeedjjb8/PwYMWIErVq1wrIsJk6cCNiTEUuXLmXkyJEMHDiQwYMH06JFCypUqMC0adMAmDdvHl988QXHjx+nXbt2jBkzhooVK9K1a1e8vb1JSEjgiy++cCQ7li1bxuDBg7N0byJZkZRoy0ryoEGDBqmulS9fnurVq/Phhx/i4eHBO++8gzGGUaNGUaZMGZ5++mlH3bhDx/B55iMADlcuSaVfZuFSzIdTI97k3MsfE7vnIKXGP4PlkXofEBERERGRwqBAJg/e5E3WsIY3eZNP+TRHbVSpUiXdKfUffPCB4/HHH3/seGyMoXnz5o4TGXx9fVm6dGmabYwdOzZV2euvv+54nNYMgyJFitCxY0eWL19O27ZtM33N999/73g8ZswYAIoXL87cuXNTtZ2QkJAicZBk8ODBqd7U169fn/r16wNQtGjRNNvr2bMnPXv2TFWe1nGPu3btIjAwMMX+CiK5ldFJC0nuvPNOJk+enOL/eokSJWjTpg233norAP/9738ZP348JUqU4Pbbb+fPP//k008/xcfHB4CYHfs50etZisTHU7F0WY7WvAW3W0oDUHb6W4S/8xXnP/yGxPALlJk2FssJJ6GIiIiIiNxoClzy4AQnmMY0EklkGtN4hVdyNfsgq5YuXcrLL7/MuHHj8rSfjDY4zI38PJ++du3aTJw4MdURjiK5kZXkgYuLC4899liG7XzyySdcuHCB0aNHExAQQLVq1Rg2bBgAV9b9w8n+o7B8vCg/fyJ1nnqM3bt3O15rubhQ8sVhuPoX59wrk4j4YAb+zw1ywt2JiIiIiNxYCtyfyN7kTRKx73KeQAJv8uZ16bd9+/asX7+eNm3aXJf+RPLahQsXHHtlFEQhISGUKVMGX1/fXLXj4uLC9OnTuf/++zl79ixjx47F3d2dy0vWcqLXM7iW9qf8b5PxqFGF2rVrs3v3bhISElK0UfyRnvj06kjE+K+5/IeOJBURERGRwse6Xht9WZY1HBgO4Obm1iC96f4ZOedxjr539yXWNdZR5pngyZz1c/CPzfgUAMl/kZGRjqnghUlBvK/Y2Fh69uyJr68vgwcPJjg4GJdk0+3Pnj2Ll5dXukeC5oaz4vXUU09hjEmxtCg3YmNj2bt3L3Xr1sX7z634T55PXNVynBk9gMTi3gD89ttvvPfee8yePZtbbrklxeutmDhKvzoVtxPnODXuEeLLl3LKuAri99f1pPikppg4j2KZc4pd5hQjxSA7FKubS+vWraOMMd75PY5UjDHX/cPLy8vkxGPmMeNhPAzJ/nkYDzPCjMhRe4cOHTJt27bN0Wsl+1auXJnfQ8gTBfG+1q9fbwBTqlQpA5g777zTfPnll+bxxx83t956qwFM586d86RvZ8WrbNmyZtCgQU5pK7mIyXPN/oDm5tiDT5mES5dTXFu7dq0BzC+//JLma2OPnjQHa95nDjfpl+q1OVUQv7+uJ8UnNcXEeRTLnFPsMqcYKQbZoVjdXIDLJh/ep2f2UWCWLSTtdRBLbIryWGKZxjROcjKfRiZS8GzYsAGAjRs38s033xAeHs6wYcP4+uuvCQwMpFmzZthsNuLi4vJ5pGm7dOkSJ0+ezHC/g+wyxnBu7Bece/VTvO9rRbk57+Lik3LmRa1atQD7JqBpca9QhjJfvEZcyGEuzv7NaWMTEREREclvBSZ5kHyvg2vlZu+D8PBwevfuTcOGDZk4cSKvv/46s2bNAmDNmjUMHDiQiIgIGjdu/O9Y3nwzS0cvityoNm7cSNmyZalUqRIDBgxgz549bNmyhYiICBYtWsRTTz3F5cuX+eeff/J7qGnKyjGN2RF/7BQnej/H+YmzKPaf+ykz9Q0sT49U9fz8/ChXrlyKTROv5dWyIZ4N63Bx2s+YxLR/ZomIiIiIFDQFJnmwjnWpZh0kiSWWv/grR+0ePXqUqVOnsm7dOqZNm8bp06dT1fHz86N69eps2rQJYwzz58+nR48eOepP5EawceNG7rrrLizLAsDT05P69evj4WF/w9ysWTMAVq9enW9jzEhWTlrICmMMF2f+wpHm/yF6/TYC3nmagPeew3J1Tfc1tWvXTnfmQZLigx8g7sBRrvy5OVfjExERERG5URSY5MEWtiTf6iDVvy1syVG7NWvWxNfXF3d3d+rWrUuZMmUc10yyzSSHDx/O1KlTWblyJU2aNKFo0aK5vieR/HDx4kX27NnDXXfdlW6dW265hcDAQNasWXMdR5Z1ScmDoKCgHLdhEhI4NfAlzjzzLp6316DiqhkUH/KgI6GSnlq1arFr164UPx+u5d0lGJeSxbk47eccj09ERERE5EZSYJIHeWXPnj1ERkYSHx/Pjh07AAgLCwNg8+Z//2rYokULtm7dyqRJkxxnwIsURJs3b8YYQ6NGjTKs17x5c9asWZPhm+T8EhISwi233IK3d843ob0wZR6XF63G/6Xh3PLzRNyr3JL5i7DPPIiMjHT8nEiLSxFPivW7j8uL1xIXdirHYxQRERERuVHc9MmDKlWqMGzYMBo3bszDDz/Mo48+ys8//0znzp0d66qT9O7dm7CwMOrVq5dPoxXJuoSEBGbPnp1q08OkzRIbNmyY4eubN2/O6dOnU/0/uBGEhITkaslC7P4jhL/9JV4dmlHiqf5YLln/UVi7dm2ADPc9ACg2sBsAF2csyPE4RURERERuFG75PYD8VKVKFTZu3JiqfP369WnWtyyL4cOH5/WwRJxi1apV9O/fn8jISB555BFH+caNGwkMDKRkyZIZvj5p34M1a9Y49VQDZwgJCaFr1645eq1JSOD0k+OwinhS6r3nMl2mcK2k5MGuXbu455570q3nXrEsXvc05eKsX/B/bmCaGzCKiIiIiBQUN/3Mg6x64YUXWLhwIf3798/voYhkycGDBwGYMWNGivKNGzdmumQB7PuB+Pv733D7Hly4cIEzZ87kOKFx4fPvidm4g4B3nsatbEC2X1+qVCkCAgIy3TQRoPigbiSePU/kL7YcjFRERERE5Mah5EEWjR8/nhUrVmijRCkwQkNDAVi3bh179+4F4NSpUxw5ciTDzRKTuLi40KxZsxsueZCbkxZiQw4TPm4q3p1a4PNguxyPIWnTxMwUDb4L96oVuDDlhxty7wgRERERkaxS8kCkkAoNDcXf3x9XV1fH7IOkZTpZmXkA9n0P9u3bl+YRpvklN8mDc698glXUk4AJ2V+ukFzScY2ZJQQsFxdKPNGXmC27uTx/RY77ExERERHJb0oeiBRShw4d4vbbb6djx4588803JCQksGHDBlxcXLjjjjuy1Ebz5s0BWLt2bV4ONVuSkgfVqlXL1uuiN+8kavnflHi8L26l/XM1hpo1axIREcHZs2czrevbtxMedYI498ZkEqOic9WviIiIiEh+KTjJgzvuAMtK/yOLb4ZEbhahoaFUqVKFgQMHcuzYMZYvX87GjRupU6dOlo84bNCgAZ6enjfU0oWQkBAqVKiQ7SVEEROm4+JfnOJDHsz1GAIDAwF7giYzlqsrAW89Sfyx05yfPDfXfYuIiIiI5IeCkzxo0gQ80tmt3MMDmjbNs66DgoIAsNlsDB06NM/6EXGWmJgYjh8/TpUqVejSpQt+fn5MmzaNDRs2ZHnJAoCnpyeNGjW64ZIH2V2y4Jh1MKIPLj5euR5D0qyHpE0pM1O02R1439+a8x/PJv7YqVz3LyIiIiJyvRWc5MErr0B6Z7G7utqviwgAR44cAezHkXp6etK3b1/mzZtHeHh4ljZLTK558+b83//9H5cvX86LoWZbTpIHzpx1AFC1alUADhw4kOXXlHztMTCGc2M+d8oYRERERESup4KTPChXDgYNSj37wMPDXl62bLab3LlzJ02aNKF169bce++9HD16lM6dO9OmTRs6d+7MmTNnnDR4kesr6aSFKlWqADBw4EASEhIAcpQ8iI+PZ/369c4cYo6Eh4cTHh6ereSBY9bBfx9yyqwDAC8vL8qWLZvlmQcA7pXKUeK/DxH50zKurN/mlHGIiIiIiFwvBSd5AGnPPsjFrIM//viDQYMGsXLlSn777TdGjhzJK6+8wooVKxg+fDjjx493wqBFrr9rkwcNGjSgTp06eHp6ctttt2Wrrfr16wOwZ88eZw4xR/bv3w9k76QFx6yDwQ84dSyBgYHZSh4AlHiiHy4BJbjw2XdOHYuIiIiI3FwsyyphWdYPlmXtsSxrt2VZTdKpd5dlWfGWZfXIbZ9uuW3gukqaffDVVxAbm6tZBwCDBg3irbfeol+/ftx+++1s376dUaNGARAfH+/Y60CkoAkNDcXV1ZXy5csDYFkWEydOZO/evbi7u2errbJly+Lh4cHhw4fzYqjZkt1jGmO27SNq+d/4v/yI02YdJKlWrRo2my1br3HxLopv745c+GIe8afO4VampFPHJCIiIiI3jYnAYmNMD8uyPIBUv+xaluUKjAeWOKPD65Y8sCxrODAcwM3NLdu/dCfxaNuWu7/6ClcgwbJY37YtsTlsKzo6mvvuuw+AZ599Fn9/f/r16+d4YxIXF4fNZuPKlSvYbDa2bt3KiRMncjz2m11kZGShjN2NeF/r16+nVKlSKTY6dHV1pXbt2jkaa0BAABs3bnTKfeYmXkuXLsWyLMLCwjh9+nSm9f0+m4+XpzvbgkpinPw1cnFxISwsjCVLluBxzXKqK1dcSUwEV1eDq6vBzc1gWfZrbtVLUy4+gX/e/pRLD7TMtJ8b8fvrRqL4pKaYOI9imXOKXeYUI8UgOxQrSc6yrOJAS2AggDEmFohNo+oTwI9A9tYtp8cYc90/vLy8TK489pgxLi7GjBiRq2amTp1qmjdvblq0aGF69uxpQkNDTZcuXUzr1q1N69atzcyZM40xxlSrVs0YY8zKlSvNkCFDcjf2m9jKlSvzewh54ka8r6ZNm5rg4GCntdemTRvTuHFjp7SVm3j17dvXVK5cOUt14yMumgMV25rTz7yb4/4yMmPGDAOYvXv3GmOMOXXKmE8+MaZpU2Mg5YeHhzFVqxrTvLkxffoYs6Xxf01ow94mMSEh035uxO+vG4nik5pi4jyKZc4pdplTjBSD7FCsbi7AZZPB+2mgPrABmA5sAaYC3tfUKQ+swr5VwXSgR0ZtZuWjYC1bSPLKK7BzZ65PWBgyZAhDhgxJUbZw4cJU9ZLWWQcHBxMcHJyrPkWuh9DQUO655x6ntVe5cmUWL17stPZyKjsnLVya+xvmSgzFBjl3r4MkScc1TplygJ07a7B0KSQkQN268NprUKwYxMVBfDxcuADHjtk/Vq+GK2e78L7vWH4YvYUubzSgSJE8GaKIiIiIFExulmVtSvZ8ijFmSvLrwJ3AE8aY9ZZlTQRGAcnfIH8EvGCMSbSSpsDmdlBOaeV6K1cOVq3K71GI3JBiYmI4fvy4Y7NEZ6hcuTInTpwgJiYG14hLxOzYj0fNqriVL42zfhhlxhhDSEgIDz30UOZ1ExO58PV8ijS6Dc+6zt+7ZPt2GD8+EID33z9I5crw/PPw0EOQ2X6UiYmwcF4wkU9+xLHPfqHarAZ88AH06gXXKZQiIiIicmOLN8Y0zOB6GBBmjEk6Du0H7MmD5BoC3179XT0A6GRZVrwxZn5OB1WwTlsQkUwdOXIEwOnJA4Btz7/Dkbt6c/KhkRy5owehNTpzrNuTXF6yNtttzp07Fz8/P1577TUuXrzoKD9y5AiDBw/G29ubzZs3O8rPnTvH+fPnszTz4MrKjcSHHqPYkAezPa7MTJsGjRrBmjVlcXMrSp8+Bzl0CN5+O/PEAdgPjOnW25NbhnTkPu8/qVH6PH36QKdOkM3DG0RERETkJmSMOQkctSzr1qtFbYFd19SpaoypYoypgj25MCI3iQNQ8kCk0Ln2mMbcMomJ+P+f/ZSDPTN+wPv+NpT78UMC3n0Gn/tbk3D8DCf/8xKRC1Zmq90///yTixcvMmbMGKpVq8YHH3zAM888Q/Xq1Zk9ezZxcXFMmzbNUT87Jy1cmPYzrqX88Omc+YaEWXXlCgwZAoMHQ9OmsHu3xa23BnLlyoEczRgoNqALVnwcPw5dzMSJsGYN1KkDn3/utCGLiIiISOH1BDDbsqxt2PdAeNuyrEcty3o0rzpU8kCkkHF28uDSt7/jO8t+ukvUc/0o8+lLeLVsSPFBD1Dq/ZFUWPEVRRrW4dQjb3Dp52VZbnf//v00bNiQjRs3cscdd/Dss88yceJE+vXrR0hICF27dmXevHnEx8cDWU8exB05QdSSv/Dt3wXL0yPDulkRGwtz58Jdd8HXX9u3WlmyBMqUgcDAQA7mcLqAZ61APBvWIXL2rzzxhGH3bmjdGh57TAkEEREREcmYMWarMaahMeZ2Y0w3Y0yEMeZzY0yq3ySNMQONMT/ktk8lD0QKmdDQUFxdXSlfvnyu20q4GEn42C+o3OgOLMvieNyVVHVcfLwo9+0EijSqy+lH3+TSD1k7RvbAgQMEBQXRsGFDlixZwoYNG9i9ezdff/01lSpVonfv3pw+fZpVV/c3CQkJwcXFhapVq2bY7sXpC8CyKP7w/dm/4WSOH4c33oDKlaFvX3sS4fffYcwYcHW110lKHlzd0Tbbig3oQlzIYa78uZkKFWD+fLjvPnsC4ZtvcjV8ERERERGnUvJApJAJDQ2lYsWKuLnlfj/UiPemk3D2POXHP8stt9zC4cOH06zn4uNFubkTKNK0PqdHjOXCVz9l2G5sbCyHDx92nFgAcNddd1GjRg3H806dOuHt7c13330H2JMHVapUwcMj/dkEJjaOi3N/w7tjM9zKl8nOrQJw7hxMmWKfAVChArz+Otx5pz1psGcPdOyYsn61atW4fPkyZ86cyXZfAD4PtsO1lD/nJ38LgIcHzJsHbdvCoEHwQ67zwyIiIiIiznHTJg8SExN55JFHaNasGS1atKBfv34ATJ8+HVdXV8emc2CfJj1w4EDH87CwMFxdXVm5Mv013n369CEiIgKADh06UKpUKcaOHeu4bozhiSeeoEWLFtx3332Eh4cD8OKLL7Jp06Y02wRYuXIllmURFhaW6trIkSNp1aoVjRo1YuTIkQCEh4c7jpgMDg7G3d3dMS4pnEJDQ52yZCF2XygXvvwB3/734VnvVipXrpxu8gDAxbso5WaPx6tDM86O+pBzb0zGJCamWffw4cMkJiYSFJT+SQheXl507dqVH3/8kbi4uCwd03j59zUknj2P74DszTqIj7fPMihXDh55BE6csB+3GBICv/1mTxq4pPHTMjDQfuLCgQMHUpTv3LkzS7MRXIp4UnzIg1xZsZ6Y3fblD0WKwIIF0KSJ/fSGTZv8snUvIiIiIiJ54aZNHvzxxx/Ex8ezdu1aVq9ezaRJkxzXGjVqxNy5cwH4+++/KVWqVIrXzp07lyeffJLZs2en2fbmzZspXbo0fn72X/q/+uorJkyYkKr/qKgoVq9eTa9evXj33XcBGDFiBOPGjUuzXWMMH3zwAQ0bpn1qx1tvvcWqVavYsGEDGzZsYOfOnfj7+2Oz2bDZbLz77ru0bdvWMS65vjZv3kxCQkKe9+OM5IExhrMvfYyLV1FKvjgMINPkAYCLVxHKTh9LsUEPcP6TuZx+dAwmJjZVvf379wOkmHmQlt69exMeHs6yZcuylDy4OOsX3CqUwav1XRnWSy4kBJo3t88y6NULtmyB3bvtyYMMchvAv8mD5Pse/Prrr9StW5d169Zlqf9ig7phFfXkwmffOcq8ve1Ji1q14PXX67BnT5ZvR0REREQkT+R+XrOTnX3pY2J2hDilLc+61Ql468k0r3l7exMSEsLu3bupWbMm/v7+jmv33HMPf/zxBy+88AKzZ8+mb9++KWYD/PLLL/zxxx+0b9+emJgYPD09U7T9/fff06lTJ8fzChUqpOp/1apV3HfffQB06dKFzz77zFE3LCyMqKgovLy8Urxm3rx5dOjQgR/SmcucNJ07Li4OHx8fbrnllhTXZ82aRf/+/dN8reStQ4cO0bBhQ0aPHs3bb7+dZ/3ExMRw/PjxXCcPohav4YptIyXfegrXAHuyqXLlysybN4+EhARckxb9p8FydSVg/NO4VSxD+JjPSQi/QLk572J5uDvqJCUPMpp5APZZO8WLF2fSpElcunQpw+RB3OHjXLFtxO/5wVgZjC+5r76CJ58ET0/47jt78iA7kvZfSJ48+OqrrwD77IOmTZtm2oarf3F8H+rMxZkL8X9xGG5lAwAoXhx++QXuuCORLl1g/XpI9mNKREREROS6umlnHrRs2ZKBAwcyYsQIAgMD+eijjxzX3N3dqVmzJlu3bmXHjh3Ur1/fcW3Hjh3UqFGDokWL0rVrV3799ddUbe/YsSPTN0Xnzp1zzAAoUaJEiqUEVapUYe/evSnqx8XFMXXqVIYPH55hu0888QSBgYGULVuW4sWLO8rj4+P59ddf6datW4avl7xx9OhRACZMmMCOHTvyrJ+k5TaZbSqYEWMM597+Evdbq1B80L/fL5UrVyY+Pp4TJ05k2oZlWfg90Y9SH4/myqpNnP7fOymm8R84cABvb29Kly6dYTuenp5069aN33//Hcj4pIWLs38DFxeK9e2Ubp0kcXEwYgQMHQqNG8O2bdlPHAAUKVKE8uXLO5YtnD592vEz4dqlDBkp8WgviE/gwtQfU5RXrgxjxuzgyBHo0cM+bhERERGR/HDDzTxIb6ZAXhg8eDCDBw/m4sWLtGzZkvvv/3ed9EMPPcTw4cNTlIH9r/fbt2+nY8eOREdHExAQQPfu3bPdt7+/P+fPnwfgwoULmS4lmDJlCv37989wsziASZMm8eGHH9K9e3cWL17smAGxZMkSmjRpgo+PT7bHKrl39uxZx+NHHnmE1atX45LWIvpccsYxjTGbdxG35xClPhiJ5f7vj4jKlSsD9v0K0ppNk5ZiD3Ui4fgZwt+ZinvFcviPHgrYZx4EBQVhWVambfTp04cZM2YA6ScPTHw8l+YuwqtNo0w3Sjx3Dnr2hJUr4fnn4e23/z09ISeSH9c4Z84c4uPj8fHxydYRju5Vy+PdqSUXZyzA738DcPH5d9ZR3boX+eorGDAA/vtf+OILyELYRERERESc6qadeXD8+HEuXrwIgK+vLz4+Pin+Mtq8eXNuu+22FNP8jTEsW7aMv//+m8WLF2Oz2Th//nyqDQjr1q3rmJadnlatWrFo0SIAFi1aRKtWrRzXQkNDufXWW1PU37FjB7NmzaJjx45s27aNAQMGEB0dnaJO0nM3Nze8vb1TLHvQkoX8lbQb/+uvv85ff/3F1KlT86QfZyQPLs7+FcurCD7d2qYoT548yI4Sz/wH336difhgBhdn/ftX+cxm5yRp27YtJUuWxM3NLd37ilr2Nwknz1JsQJcM29q9Gxo1grVr7Uchjh+fu8QB2PdtSEoUTJ8+nYYNG9KsWbNsJQ8ASvy3D4nnL3FxzqJU1/r3hxdfhC+/hI8/zt14RURERERy4qZNHoSFhXHvvffSokULmjZtSqdOnVJs3mZZFl999VWKNyurV6+mZs2aKf5aGhwczLx581K03bNnT3777TfH8+pNdTcAACAASURBVGHDhjFhwgSmT5/uWDbQoUMH3N3dadGiBbNnz3acjhAWFkb58uVT7Xfw2WefsWTJEhYvXsztt9/OzJkzKVKkCNOnT2fp0qUA9OvXj+DgYJo1a0alSpUIDg4GIDIykr///pv27dvnPnCSI0kzD5599lmCg4N54YUXOHnypNP7CQ0Nxc3NLdV+F1mVGBlF5M/L8bm/NS6+3imu5TR5YFkWpSY8R9HWjTjz3HuUeG8OB0P2UzHBlbiDqU8NuZa7uzvDhg2jZcuW6R4/eXHmL7iW9serffp7DKxdC82aweXLsGqV/S/5zhAYGMixY8dYt24d//zzDwMHDkyRUMiqInfVxfOOWlz67vc0r7/5JjzwADzzjP3oSBERERGR6+mGW7ZwvTRq1Ii1a9emKk9+JGOS5s2b07x5c8C+V0JyL7/8cqr6DRs2ZMKECURERODn58eXX36Zqo6LiwuffvppqvLJkyczevToDMdus9nSHO+PP/6YujJkewq1ON/Zs2fx8fGhSJEifP7559x+++0888wzzJkzx6n9hIaGUrFixXTfZGcmcuFKzOUr+Pa7L9U1b29vSpYsme3kAYDl7kbZr8Zw5oUPOLzsT2IT4glY9n8cadKPEo8/hP8LQ1JsqHit9E4gAYg/fpqoZX9T4om+KZZZJDd/vv3Yw0qV4I8/wAknWToknbjw+uuv4+HhwUMPPcS0adOIiIhw/AzIKq8OTYkY/zUJZyMcG1UmcXGBmTPtJ0P07g3r1kGdOs67DxERERGRjNy0Mw/y2nfffZejIxHffvtt7ror68fMScFw5swZx5Gft956K0OHDmXevHkplso4Q26Pabw0+zfcgypR5O7b0ryeleMa0+Pi602Zya+w9dF7AWgw8VV8+3bi/MezCbtnODG7c5bgOv+J/VjVYv3TXrLwxRfQvTvUq2effeDMxAH8mzxYsmQJXbt2xd/fP80jHLPCK/guMIao1ZvTvO7tDQsX2j936QJXV8OIiIiIiOQ5JQ9EroOzZ88SEBDgeJ50csHly5ed1sfly5fZunUrdXL45+jYkMNEb9iOb99O6W5kmJvkQZJjx44BULtdK0p/+AJlZ44j4fQ5wtoNJeLDbzAxsVkf895DXPj6Z4r9pwvuVVIu1TAGXnsNHn0U7r0Xli+HZF8Cp0m+3ClpJlBSWXaTB571a+JSwpcrKzemW6diRViwAE6csJ8QER+f/TGLiIiIiGSXkgci10HymQdgP54T7CdtOMsvv/xCVFQUPXr0yNHrL835DVxd8e3VMd06ScmD3MyYOH78OB4eHpQvXx4A747NqbBqBt73NCX87S850vw/XF6yNtM+jDGcfXkSLj5F8X9hSIpr8fEwfDiMGQODB9uXLXh7p9NQLpUqVQpvb2/Kli3LPffcA/x7VGZ2jmsEsFxdKdqyIVG2jRnef6NGMGUK2Gz2EyNERERERPLaddvzwLKs4cBwsJ8GkHzdvtwcIiMjC+XXPSv3dezYMQICAhz1wsLsGwUuWbLE8UYztz799FMCAgKIj4/PfpzjE7hl5kJi7qzBmt3bYXfa1eLi4oiKimLhwoUUL148R+M8fPgwZcuWZfXq1SkvPNwOz/pV8Jv2Gyf7jeLKHdUJf+wBEv1802ynyOa9lLJtJGLgvRze8Y+jPDrahTFjarNuXQADBoTSv38oa9bkaKhZ1rFjRypVqsSaZB2VKFGCNWvWZPtr4X1LMfxPnGHtrHnEVyyd7vdXxYrwwANBfPhhBby8dtGu3elc3kXBVFh/ruSGYuI8iuX/s3ff4VFVWwOHf2fSGyQQKSG0UKR3kBqqIAGleEWugIIFURRE+BTFiwUBFVSwUBUpUkREUAggJQGCKDV0gQChBBISCOl99vfHkEh6ZjKTCWS9z5NHOWefc9ZsJ5hZWXtt08ncFU7mSObAGDJXolRQSpX4l7OzsxJlT0BAgLVDsIiivC4nJyc1ceLErD9v3bpVASooKMgsMdy5c0c5ODio8ePHm3R99MKfVYhnZxW/reB41q9frwB16NAhk56jlFJ16tRR/fv3z/e8PjVNRc9foy7U6KVC2wxRqRev5R6Tkqoutx2qLncYpvSpaVnHk5KU8vVVStOUmjfP5BDNon379qpnz55GX5d65YYK8eysouf/pJQq+P2VmqpUly5KOTkpFRxsaqT3twf175XikDkxH5lL08ncFU7mSObAGDJXZQuQoKzwOb2wrzK7bEGv1/Pyyy/TqVMnunTpwrBhwwDDPu02NjZcuXIla2y9evWy7Wpw7do1bGxsCAgIyPf+Q4cOJTo6mtjYWDp27Ei3bt1o164dO3fuBAxJm9dff50uXbrQv39/bt++DcC7777LoUOH8r1vQEAAmqZl/eb6XqGhofTo0YNOnToxY8aMrOO9evWiW7dutGnThtWrVxdtgoTZJCYmkpSUlK3nQeayhTt37pjlGRs3biQlJYWnn37a6GvvzFvDrSlzcerxCM49HilwrKnbNWZSShEWFpatT0BOmp0t7mOexmv9HPSxCYT1e4WU4+eyjYlZvI60S9fwnPZ61g4Ler1h+8U9e2DlSnjlFZNCNBsfHx+jly0A2FWvgl3dGiQGHCh8rB2sXQseHoZtHC2w+6cQQgghhBBAGe55sG3bNtLT09m3bx979+7l66+/zjrXrl27rA/Zf/31V7a16gCrV69m3LhxrFy5Ms97Hz58mEqVKuHh4YGrqyt79uwhMDCQNWvWMHny5KznJyYmsnfvXoYMGcJnn30GwKuvvprvtnRKKb744gvatGmT5/nJkyfz4Ycfsm/fPnbt2sU///wDgL+/P4GBgezatYt3333XiFkS5hAVFQWQZ/LAXD0PfvrpJ2rUqEH79u2LfI1SilvTF3Hr/W9xeaI7VVfMRCtki8fiJg8iIiJITk6mbt26hY51bN2Yapu+RXOwJ2zA60TPWcHN12dwpfMIbn04H+dHO+Dc85G7rwXefBPWrYPPPzdsy2htPj4+XLlyhbS0NKOvde7WluT9weiTUwodW6UKrF8PN29Ct25w/boJwQohhBBCCFGIEut5UFRvvAHBwea5V4sWMGdO3udcXFw4f/48Z86coUGDBlSoUCHrXO/evdm2bRtvv/02K1eu5JlnnslWDfD777+zbds2Hn30UVJSUnBwcMh277Vr1+Ln5weATqdDpzPkaGJjY2nWrBkAu3fvpn///gA8/vjjzJ8/HwBvb2+uXbtGYmIizs7O2e77888/06dPH9atW5fnawoODqZLly4A9OvXj927d9OgQQPs7e0BQzd+UzvxC9NF3t1P794kVGa/AHNUHty6dYs//viDCRMm5LtLQk4qPZ2od+cS+8MG3EY8zkOzJqLZ2BR6XYUKFXBxcTE5eZD5m/iCKg/uZV+vJtX853Pj6Uncnr4Inac7jq0a4TqoJ+VHDcoa98UXMHeu4e+PN980KTSzq1OnDnq9nitXrhT59WZy6t6WmO9+IfnAiSKNf+QR2LrVsKtE166wa5ehJ4IQQgghhBDmUmYrD3x9fRk5ciSvvvoqPj4+zLkny2BnZ0eDBg0IDg7m5MmTtGjRIuvcyZMnqV+/Pk5OTgwYMIBNmzbluvfJkyez/WY1LCyMzp0707t3bwYNMnzguXXrFh4eHoDht9DR0dFZ42vVqsXZs2ez3TMtLY3vvvuO0aNH5/ua9Hp91r+7u7tnLYXIyMiga9euNG3alAEDBhRpfoT5FFR5YI7kwa+//kp6enqRlyxkxMRx45m3if1hA+6vP8NDn/9fkRIHAJqmFWu7xpCQEIAiVR5ksq36EN47v6fmsV+odfo3qq78lAoTR2JTwZCA+eEHmDQJnnrKUHVQWvj4+ADG77gA4NSxJdjZkhSY/5aNOXXuDNu3GyoQunaF0FCjHyuEEEIIIUS+Sl3lQX6VApbw/PPP8/zzzxMbG4uvry9PPPFE1rn//ve/jB49OtsxgB9//JETJ07w2GOPkZycjKenJ08++WSBz6lWrRpBQUGEhobSrVs3+vfvT4UKFbI+OMbExGQlEvKzaNEihg8fnlVFkJfMCofMe2ZWU9jY2LB7925u3bpF27ZtGTJkiMmd8oXx8qo8cHR0xMHBwSzLFn766Sfq1KlDq1atCh2beuEK4cPfIe3ydR768m3KDe9v9POKkzy4cOECOp0ua/lDUWl2tth6Vcp1/Jtv4PXXoXdvWL4cdKUoHZqZPLh48aLR1+pcnXFs15TEgIPg27DI17VvDzt3wqOPQps2hvl5+mkoYkGKEEIIIYQQ+SpFP2qXrOvXrxMbGwuAm5sbrq6u2fZV79y5M02bNmX48OFZx5RS7Nixg7/++outW7cSGBjInTt3slUNADRp0iTrN6wpKf+uWS5XrhxuboZt57p27Yq/vz9g6EnQtWvXrHGhoaE8/PDD2e558uRJfvzxRx577DGOHz/OiBEjSE5OzjamefPm/PnnnwBs2bIFX19f0tLSyMjIAAxLNRwdHXF0dDRhxoSp8qo8AEP1QXErDyIiIti1axdDhw4tdMlC0v5jhPV5mYzoGLx+mWNS4gAMyYPQ0NBs3y9FFRISQuXKlQtMghXVzJmGxMGgQfDbb1Da3tZeXl44ODiYlDwAQ9+D1JPn0d2JN+q6Nm3gzz+hTh1D74dBg+DGDZNCEEIIIYQQIkuZTR5cu3aNvn370qVLFzp27Iifn1+2dcmapvH9999Tq1atrGN79+6lQYMG2T6kdevWjZ9//jnbvZ966ik2b94MGD70+/r60r17dwYMGJC1PKJPnz7Y2dnRpUsXVq5cyf/93/9lxVWtWrVc/Q7mz5/PH3/8wdatW2nWrBkrVqzA0dGRpUuXsn37dgBmzpzJlClTsnaQaNiwITdv3qR79+50796dHj16MHXq1Fw9GoRlRUZGYmNjk7VUIVP58uWLnTxYtWoVer2+0CUL+rgEIl7+EBtPD7z/WIxTh+YmP7NVq1ZER0dz/vx5o68NCQmhWrVqJj8bDM0Rp0yBd9+FYcMMuw2Uxre0Tqejdu3apicPurcDwPGE8cseGjY0JBBmz4Zt26BRI1i61DB3QgghhBBCmKLULVsoKe3atWPfvn25jt+7JWOmzp0707lzZ8DQK+Fe7733Xq7xbdq0YdasWURHR9O6dWv27NmTa4xOp+Pbb7/NdXzevHm88847BcYeGBiYZ7w+Pj65to+sVq1ans8XJScqKoqKFStmW1YCxa88iI+P55NPPqFr1640adKkwLG3ZywmIzyKKlsXYFejqsnPBEPCDAzvw/r16xt17YULF7K+l0yRlgZjxsCSJfDyyzBvXulaqpCTqds1Atg3qYvOoxwOJ0xLPtjYwMSJ8MQT8MILMGoU/PQTLFwINWqYdEshhBBCCFGGleIfu+9vP/30U6F9DPIyY8YM2rZta4GIhLVERUXlWrIAhuRBcXoefPHFF9y8eZNPPvmkwCULyUfPEPP9eso9PwjHVo1Mfl6munXr4uXllStRVZjbt29z+/ZtvLy8THpufDwMGGBIHLz/PsyfX7oTB2DYceHixYsmLfHQbGxw6tQSx+MXTLo+U716EBgIX38Ne/dCkyaGnSnutuIQQgghhBCiSEr5j95C3P8iIyOzNUvMVJzKg8jISGbNmsXgwYNp3759vuNUejqRb87CpnJFKrz7kknPyknTNLp160ZgYKBRH2qPHz8OQO3atY1+ZkQEdOtmKMFftAg++OD+aALo4+NDbGxs1s4nxnLq2gbbWzGkXbxarDh0OnjtNThxAtq1M2xpWbmyYYeGTz8FE/tfCiGEEEKIMkSSB0JYWEGVB6YmD6ZPn05iYiLTp08vcFzM4nWknjyP54zx2JRzNelZeenWrRvh4eGcO3euyNcEBwcDxm3TCP8mDk6fho0b4SXz5EBKRHG2awRw9m0DQNKew2aJp3Ztw3aOhw7B1KmQmAiTJ4OPDwwdajguhBBCCCFEXiR5IISF5Vd5YGrDxEuXLjFv3jyef/55GjRokO+49BuR3P7ke5x7d8Slf9d8x5ni3r4HRRUcHEyVKlWythAtishI6NkTrlyBrVuhv2kbRFhNZhNWU5sm2tauRrpneZJ2myd5AIaKjdatDdUbR45AaKihN8KWLdC2LXTvDiaGK4QQQgghHmCSPBDCgjIyMrh9+3a+lQcpKSm5ttwszNSpU7GxseGDDz4ocNydb1ejUtLwnD6+0G0cjZXZ98DY5EGLFi2KPP7WLejVCy5cgE2bIEev0vtC5hINU5MHmqaR3LQOSUGHUXe3XDW3mjXhs8/g6lX4/HM4dgw6dIDD5stXCCGEEEKIB4AkD4SwoOjoaPR6fb49DwCjmiZevXqVlStX8vrrrxe45WHG7RhiV/yO65O9sKtlWoPCghjb9yA1NZXTp08XOXkQEwOPPgpnz8Jvvxl+G34/cnZ2pkqVKiYvWwBIaVYHfUw8KSeM3xrTGOXKwZtvGrZ4dHKCrl0N1R5CCCGEEEKAJA+EsKioqCiAfCsPAKOWLmzcuBGlFC+++GKB42K+X49KTMbj9WFGRGscY/oenD59mrS0tCIlD9LS4D//MTT3+/VXQxLhfpa544KpkpsY+iYk7S6ZhgQNGsD+/YZdGvr3h2XLSuSxQgghhBCilJPkgRAWFHl3P7z8eh6AccmDDRs20LBhQ+rXr5/vGH1CEjGL1+H8WGfsGxi/s0FRGdP3ILNZYmHJA6XglVdgxw5YvBj69i1ulNbXtGlTgoKCmDdvnklbLurdXbFv5EPSnpLrZli1KuzZY6j4eP552Ly5xB4thBBCCCGKQNM0d03T1mma9o+maWc0TeuQ47ymadpXmqaFaJp2XNO0VsV9piQPhLCgolQeFHXZQnR0NIGBgQwcOLDAcbE/bkIfHYvHOMtVHYBxfQ+Cg4NxdnYudKeFzz6D77+HKVNg5EjzxGltM2fOpHfv3owdO5YXX3zR6B4XAE6+bUj++wT6pBQLRJg3NzfYsAFatjTsxHDsWIk9WgghhBBCFG4usFUp1QBoDpzJcb4vUO/u12hgfnEfaFvcGxSVpmmjMQSNra2tUY3WxIMhPj7+gfzvXtDr2rdvHwDnz5/PlSS4dOlS1hh7e/tCn7N9+3YyMjKoXr16/vOYlk7VL5eR3rAWfyVEgYXnu2HDhvzxxx8EBAQU2JQxMDCQWrVqsXfv3nznKzDwIT78sDE9ekTQo8cZS4deoiZOnEjFihVZsmQJf/75JzNmzMDDw6NI18bHxxPibs9DKan8/d2PpDStY+Fos5s82Z5XX23Fo4/CvHlH8PRMLdHnF+ZB/XulOGROzEfm0nQyd4WTOZI5MIbMlbiXpmnlAV9gJIBSKhXI+UPaAGC5MpS+/nW3UqGqUuqGyQ9WSpX4l7OzsxJlT0BAgLVDsIiCXtf06dMVoBITE3Odu3btmgLUwoULi/ScJ598Unl5eamMjIx8x8Ss2qxCPDur+O37i3TP4lq0aJEC1D///JPvGL1er8qXL6/GjBmjlMp7vnbtUsreXqmOHZVKSrJUtNa3fv16pdPp1AcffPDvwRYtlDKs2MjzK7ZuXZURl6BCqnRVUR/Nt0rcwcFKuboq1bq1UvHxVgkhXw/q3yvFIXNiPjKXppO5K5zMkcyBMWSuyhYgBTh0z9dodc/naaAFcABYChwFvgNccozZBHS+5887gTaqGJ/jZdmCEBYUFRWFi4sLTk5Ouc4Z0/MgKSmJrVu3MmDAAHS6vL9tVUoqd+aswL5xHZx7PlK8wIuoKH0PLl++TExMTL79Dg4dgieeMDTo+/13cHS0QKClxKBBg/D29s6++0KHDpBf5Ym9PbGNG6NzdcaxdWOS9lhn/8TmzWHNGjh6FIYMMTS1FEIIIYQQFpOulGpzz9eiHOdtgVbAfKVUSyABmGzpoCR5IIQFRUZG5tksEcDFxQUbG5si9TzYsWMHCQkJBfY7iP5qJWkXr1Fx6isFLiEwp7p161KpUiX279+f75iCmiWePWtoiujpCdu2QYUKFgu11KhVqxahoaH/Hvjf/yCfhBA2Nlx+9lkAnHxbk3L8HBkxcZYPMg/9+sH8+eDvb+hHoddbJQwhhBBCCAHXgGtKqb/v/nkdhmTCvcKA6vf82fvuMZNJ8kAIC4qKisqzWSKApmm4u7sXqfJgw4YNlCtXLus3/Tmlhlwhes4KXAf3wrlHyVQdgOE1NGnShDNncvZn+VdwcDA6nY6mTZtmO37tmmEbRp0O/vgDqlWzdLSlQ67kQdWqMGpU7uoDe3sYNYrUuxkVp04tQa8neb/1OheOHg0zZsCqVTB+vGFdhRBCCCGEKFlKqXDgqqZpD9891BM4nWPYb8Czd3ddaA/EqOL0O0CSB0JYVEGVB0CRkgcZGRn89ttv9OvXL8/GikopIifNRufkQMWPXit2zMZq1KgRZ86cyXcbwuDgYOrXr4+zs3PWsfh46N8fYmJg61bDkoWyolatWoSFhZGaek9Pm7yqD2xsDMfvcmjdCM3RnqSgIyUUad4mT4Y334RvvoGPPrJqKEIIIYQQZdnrwEpN045j6IEwQ9O0MZqmjbl73h+4CIQAi4FXi/vAEtttQYiyKCoqikaNGuV7vnz58oUmD/7880+ioqLyXbIQ99NWkvcd5aHP/w/byhWLFa8pGjZsSFxcHGFhYXh7e+c6HxwcTIcO/247m5EBw4bBiROGEviWLUsyWuurVasWer2ea9eu4ePjYziYWX3w/feQmppVdUCVKvDPPwDoHB1waNOEpKCjVoweNA1mz4bbt+GDDwzLFz74wHBcCCGEEEKUDKVUMNAmx+EF95xXwFhzPlMqD4SwoIKWLYCh8qCwngcbNmzA3t6exx57LNe5jFt3uPX+tzi2bYLb8P7FjtcUmcmR06dzVkpBdHQ0ly9fztbvYPFiH377DebOhT59SizMUqNWrVoA2ZcuQPbqgxxVB5mcOrck9VQIGbcL75NhSZoGixcb8hsffQQTJkgPBCGEEEKIB50kD4SwkKSkJBISEoq9bGHTpk10796dcuXKZTuu9HpujpuJPjYez8//Dy2/pnsWVlDy4Ngxw/r8zOTBDz/ATz/V4NVX4bWSX2FRKuSbPMisPtDp/q06yMGpk6EPTtKfwRaOsnC2tvDdd4beB3PnwosvGqpKhBBCCCHEg0mSB0JYSFRUFEChlQcFJQ9CQkI4d+4c/fr1y3UuetYPJP7xJ54fj8OhoU/xAzbRQw89RMWKFfNsmnjvTgsbNsDLL0ObNreZO7ekoyw9vL290el0uZMHYKg26Nw5z6oDAMdWDdGcHa3e9yCTTgdffglTpxoSQ8OGQXq6taMSQgghhBCWID0PhLCQyMhIgAIrDwrrebBlyxYA+vbtm+14wpa9RM9eitvQvpR7fpAZojWdpmk0bNgwz8qD4OBgqlSpQlBQZYYOhdat4b33TmFr28UKkZYOdnZ2eHt75508qFoVdu/O91rN3g7Hdk1JLgWVB5k0DT78EFxc4O23DRUJy5YZVl4IIYQQQogHh1QeCGEhRa08SEhIID2fX9du2bKFevXqUbdu3axjqecvE/Hqxzi0aIDnrIlopaBTXaNGjTh16lSuHRf27duHt3c7nn4a2rUzbMno6iq17bm2azSCU6eWpJ65SEZUtHmDKqa33oLp02HlSsMSBumBIIQQQgjxYJHkgRAWUpTKA3d3d4A8myYmJiYSEBCAn59f1rGMW3cIH/EOmqM9VZZ+jM7RwcxRm6ZRo0ZER0dz8+bNrGPXrl0jJCSEw4e706GDYUvGHG0byqxiJQ863+17sK/0VB9kevddw84LS5calqhIAkEIIYQQ4sEhyQMhLKSolQdAnksXAgMDSU5OzkoeZMTEcf2pN0kPi6DKko+xrVbZAlGbJrNp4r19D6ZPN5Tft2zZjS1bwM3NKqGVSrVq1SIsLIzU1FSjr3Vo/jCaixNJ+0pH34Ocpk41JBG++85QiSCEEEIIIR4MkjwQwkIiIyPR6XR4eHjkO6ag5IG/vz/Ozs74+vqij0/kxtD/I/WfS1T+YTpOHZpbLG5T5NxxYdkyWLAgAFtbDwIDm+Hqas3oSp9atWqh1+u5du2a0ddqdrY4tW9OUtBRC0RWfJoGH39saJ74/vuwY4e1IxJCCCGEEOYgyQMhLCQqKoqKFSuiK2ALxfLlywO5ly0opdi8eTM9e/bEXg83nnmLlKP/UHnxh7j0am/RuE3h5eWFm5sbp0+fZskSw06DTk6BPPaYL25u8tdMTvlu11hEjp1bknb+MunhUeYLyow0DRYuhIYN4ZlnICzM2hEJIYQQQojikp/qhbCQqKioApcsQP6VB2fPniU0NJRHG7Ug7PGxJP91nErz3sO1n6/F4i0OTdNo1KgR27ad4YUXoEuXqyQlXaBnz27WDq1UykweXLp0yaTrs/oelKJdF3JycYFffoHERHj6aUhLs3ZEQgghhBCiOCR5IISFXL16tcBmiZB/8uD3NT8D0HzRFjJu3qbyDx/jNriXZQI1g5QUuHWrESEhp3nqKRg50tDvoFu3btYNrJTy9vZGp9Plqjx48sknGTduXKHXOzSth66cK0m7D1koQvNo0MDQ+2DfPpg82drRCCGEEEKI4pDkgRAWcPnyZQ4cOECvXgV/4M8reRC7ZgsbP51DPVsXGr/5IjX2ryy1FQcAkZHQqxeEhDQCwpk37zb79gXi4eFBs2bNrB1eqWRnZ4e3t3e25EF0dDQbN27kyJHCGyFqNjY4dW1D4q6/c22PWdoMHQpjx8IXX8D27daORgghhBBCmMq2pB6kadpoYDSAra0tgYGBJfVoUUrEx8c/kP/d83pdy5YtA6BevXoFvma9Xo+maRw7dozdW//A47tNEHiIv1Pu8FS/xznR+WE4dMCC0RdPZKQ9b7zRkqgoe4YOdWbNGli9eiVbtmyhUaNG7NmzJ9c1D+r7wFju7u4cO3Ysay4CAgLIyMggLCwspfx2hgAAIABJREFU2/zkN18u1T2o8HsUfy5bQ1qtqiUTtIkef1zHpk2teeYZW5YsOYibW7rZ7i3vp9xkTsxH5tJ0MneFkzmSOTCGzJUoFZRSJf7l7OysRNkTEBBg7RAsIufrysjIULVr11Y9evQo0vXly5dXY4c/py53HKZCHuqiVo0cpwC1a9cuC0RrPpGRSjVsqJSrq1J//qnUxYsXFaCmTp2qAPXll1/med2D+j4w1rPPPqu8vb2z/vzcc88pQHl5eWUbl998pd2IVCGendXtOSssGabZHDqklK2tUs88Y977yvspN5kT85G5NJ3MXeFkjmQOjCFzVbYACcoKn9ML+5JlC0KYWVBQEJcuXWLkyJFFGu/u5saNDdvRR8dRdd0XnKjqgq2tLe3bl75dFTLFxECfPnDpEmzaBB06QM2aNXFycmLx4sWA9DsoTK1atQgLCyM1NRW9Xs+WLVuAvLftzIttFU/sm9QjcedflgzTbFq3hqlTYdUqWLvW2tEIIYQQQghjSfJACDNbunQpbm5uDB48uNCxKj0dl5gkYjPSqLZ5Hs6+bdi/fz8tWrTAycmpBKI1XkIC9OsHJ07A+vXQtavhuE6no2HDhty4cUP6HRRBrVq1UEpx9epVjhw5ws2bN2nQoAGJiYmkpqYW6R7OPR8h+cBJMmLiLBytebzzDjzyCIwZA9evWzsaIYQQQghhDEkeCGFG8fHxrF27liFDhuDi4lLo+OgvluOSlEZy7arY1a5Geno6Bw8epEOHDiUQrfH0ehg2DPbvh5UroW/f7OcbNmwIgK+vLzqd/PVSkMztGkNDQ/H390fTNIYOHQoYmicWhXOvDpCRUep3XchkawvLl0NysiGBUMp7PQohhBBCiHvIT/dCmNH69etJSEgo0pKFpP3HiP58GRW8vYiz0wA4efIkCQkJpXbJwrRpsHEjfP45PPVU7vONGjUCZMlCUeRMHrRr14569eoBRV+64NimEbryriTu/NtSYZpd/fqG99HvvxsqV4QQQgghxP1BkgdCmNHSpUupU6cOnTp1KnBcxp04br7yEbY1qlCpQ6usD4t//WVYv14aKw82boQPPoBnn4Xx4/Me06FDB2xtbenTp0+JxnY/8vb2RqfTcfDgQQ4cOICfn1/W1p1FrTzQbG1x6tqWxJ1/lfotG+81fjy0bAmvvw5FzJMIIYQQQggrk+SBEGYSGhpKQEAAI0eORNO0AsdGz1lOevgtKi98H4+HPImJiQFg//79VKpUKeu30qXFmTMwYgS0aQMLFkB+L6979+5ERkZmLV8Q+bOzs8Pb25tVq1ahlMLPzw8PDw+g6JUHAM692pMRcYvUkyGWCtXsbG1h8WKIiDD0QRBCCCGEEKWfJA+EMJPly5ejaRrPPvtsgeOUUiT8vhvnHu1wbNWI8uXLExMTg16vZ//+/XTo0KHQ5ENJiouDgQPByclQZl5YH8fM356LwtWqVYu4uDgqVapEq1atspIHRa08AHDu8QjAfbPrQqbWrQ0VCAsWQFCQtaMRQgghhBCFkeSBEDkEBAQQHBxs1DV6vZ6lS5fSo0cPatSoUeDY1BPnSb9yAxc/X8DwYVspRWhoKOfPny91/Q7eew/Onzdsr1e9urWjebBkVpj07dsXnU6XlXgxpvLAtnJF7JvWI3HH/ZU8APjoI6hRA0aPhiJuMCGEEEIIIaxEkgdC5DBs2DAeffRRrl27VuRrgoKCuHTpUpEaJSZs3gM6HS6PGfoiZH5g3LZtG1C6+h0cOABffw2vvvrvlozCfDKTB35+fgBG9zzI5NyrA8mHTpFx5/7YsjGTqyvMm2dYFvPll9aORgghhBBCFESSB0Lc48aNG9y4cYOoqCj++9//kp6eXqTrli5dipubG4MGDSp0bPzm3Th2aI6Np6FEPfMD49atW7GxsaFNmzamvwAzSkuDl14CLy+YMcPa0TyYunbtSqNGjejduzcAjo6OODo6GlV5AODavytkZBC3ZoslwrSofv1gwADDDgxXr1o7GiGEEEIIkR9JHghxj8OHDwPwyiuvEBQUxNSpUwu9JikpibVr1zJkyBBcXFwKHJsacoW0s6G49vPNOla+fHkAdu7cSbNmzQq9R0n54gs4fhy++QbKlbN2NA+mHj16cOrUqWx9Ijw8PIyuPHBoVh/Hdk2J+f4XVEaGucO0uDlzICMDJk60diRCCCGEECI/kjwQ4h6HDx9G0zQ+++wzXnrpJWbOnMnWrVsLvGbPnj0kJCQUfckC4OLXJetY5gfHhISEUtPv4MIFw7aMgwYZmiWKkuPu7m508gCg/OinSA+9fl/2PqhVC959F37+GXbssHY0QgghhBAiL5I8EOIeR44c4eGHH8bV1ZW5c+fStGlThg8fzpw5czh58iRKqVzXbNu2jbp169KpU6dC75+weQ8OLRtiW61y1rF7f+tcWvodvP462NkZ+h2IkuXh4WH0sgUwJKRsvCoRs3idBaKyvP/7P6hTB157TZonCiGEEEKURpI8EOIehw8fpnXr1gA4OTmxbt06qlSpwoQJE2jatCleXl688sorXL27ODs0NJSjR48ycuTIQrdXTLsWQcrRM7jcs2QBsicPSkPlQUAAbNkC778P1apZO5qyx9TKA83OlvKjBpK0+xCp/1yyQGSW5egIc+fC2bOGZQxCCCGEEKJ0keSBEHdFREQQFhaWlTwAqF+/PidPnuTy5ct8//33dOvWjSVLllCvXj0mTpzI3Llz0TSNESNGFHr/BP+9ALj0z548KHe3oUDFihWpW7euGV+R8ZSCd94Bb28YO9aqoZRZplYeAJQb8Tiao/19W33Qrx88/riheWJEhLWjEUIIIYQQ95LkgRB3HTlyBIBWrVrlOlejRg2ef/55Vq9ezfnz53nmmWeYM2cOc+bMoVWrVtSoUaPQ+yf478GuQW3s62Qfa2dnh4uLC+3bty+0esHSNm6Ev/829DtwdLRqKGWWKQ0TM9lUdMf1yUeJ+3kbGdGxZo6sZMyeDcnJhvegEEIIIYTIm6ZpoZqmndA0LVjTtEP5jOl29/wpTdN2F/eZkjwQ4q7M5EHLli0LHFejRg2WLFnC8ePHeemllxg1alSh986IiiZ5/7Fsuyzc67333uPNN980PmgzysgwNK17+GF47jmrhlKmubu7ExMTg16vN+n68i/9B5WUQuyPv5s5spJRvz6MGQOLFsHp09aORgghhBCiVOuulGqhlMq117umae7APOAJpVRj4KniPkySB0LcdfjwYerVq5e1jKAwjRs3ZtGiRTRu3LjQsQlb94Fej4tf3smDyZMn06NHD6PiNbcVK+DMGZg+HWxtrRpKmebh4YFerycuLs6k6x0a18WxU0tif9hwX27bCIZ+G25u8NZb1o5ECCGEEOK+9QywXil1BUApdbO4N9Ty6h5vCZqmjQZGA9ja2rbevn17iTxXlB7x8fG4urpaO4x8DR06lMaNG/O///3PqOuK8ro8Z6zA7tpNbnz7Jlh5aUJeUlN1PPtsO9zdU5k//4hFQyzt7wNr8/f3Z9asWaxevZoqVaqYNF9O+07gOWctke+OILllfQtFallr1lRn4cI6zJ4dTOvW+feAkPdTbjIn5iNzaTqZu8LJHMkcGEPmqmzp3r17olLKpaAxmqZdAqIBBSxUSi3KcX4OYAc0BtyAuUqp5cUKTClV4l/Ozs5KlD0BAQHWDiFfUVFRClCzZs0y+trCXldGbLwK8equIv/3tYnRWd7cuUqBUtu3W/5Zpfl9UBqsX79eAero0aNKKdPmS5+Sqi426K+uj5hs5uhKTlKSUjVrKtW8uVLp6fmPk/dTbjIn5iNzaTqZu8LJHMkcGEPmqmwBUoBD93yNVjk+UwPV7v6zEnAM8M1x/hvgL8AF8ATOA/Vz3seYL1m2IAQFN0ssroQd+yE1LdcWjaVFUhLMnAndukGvXtaORmRu3Wlq00QAzd6Ocv/tR+If+0m/EWmu0EqUoyN88gkcO2ZYUiOEEEIIUYakK6Xa3PO1KOcApVTY3X/eBH4F2uUYcg3YppRKUEpFAXuA5sUJSpIHQmDodwAWSh5s2oNNpQo4tm1i9nubw4IFEB4OH35o7UgEGHoeACZv15ip3IjHISOD2JWbzBGWVTz9NLRpY+iBkJxs7WiEEEIIIUoHTdNcNE1zy/x3oDdwMsewjUBnTdNsNU1zBh4BzhTnuZI8EAJD8sDHxyfrt77mok9KIXHHX7j07YKmK33fbgkJht/u9ugBvqWzMKLMMUflAYBd7Wo4dWtL7IpNqPR0c4RW4jTN8P68cgXmz7d2NEIIIYQQpUZlIEjTtGPAAWCzUmqrpmljNE0bA6CUOgNsBY7fHfOdUipngsEope/TjBBWcOTIEVq3bm32+ybtOYRKTCq1Sxbmz4ebN6XqoDQxV+UBQLnnBpBx/SaJO/8u9r2spWdPePRRwy4gMTHWjkYIIYQQwvqUUheVUs3vfjVWSk2/e3yBUmrBPeNmKaUaKaWaKKXmFPe5kjwQZV50dDQXL1600JKF3ejKu+LUqaXZ711cCQnw2WeGPgedO1s7GpHJzc0NnU5X7MoDAJc+nbCpVIHYZRvNEJn1zJwJt27B559bOxIhhBBCiLJLkgeizDt69CiA2SsPVFo6Cdv24dynE5q9nVnvbQ7ffguRkVJ1UNrodDrKly9vlsoDzc6WcsMfJ3Hn36RdizBDdNbRujUMGQJffAER9+/LEEIIIYS4r0nyQJR5x44dA6BlS/NWByTtD0YfHYtrKVyyEBNjqDro0wc6drR2NCInDw8Ps1QeALgN7w9AzHfrzHI/a/n4Y0hJgWnTrB2JEEIIIUTZJMkDUeZdv34dJycnKlasaNb7Jmzei+bkgFO3nLumWN+0aXD7NsyYYe1IRF7c3d3Nljywq14F18E9if1hIxm379+mAfXqwYsvwsKFcP68taMRQgghhCh7JHkgyrzw8HAqV66Mpmlmu6c+LoH4X/7ApU8ndM6OZruvOZw/D199BaNGgQXaPAgz8PDwMMuyhaz7jR+BSkwiZvH9XX3w/vvg6Ahvv23tSIQQQgghyh5JHogyLyIigsqVK5v1nrHLf0MfE0/5V4ea9b7mMHGi4QPY9OnWjkTkx5yVBwD2DWrj0s+XmMXr0MclmO2+Ja1KFZg8GX79FXbvtnY0QgghhBBliyQPRJkXHh5OlSpVzHY/lZLKnfk/4eTbGseWDc12X3PYvh1+/x2mTDF8EBOlk7krDwA8JjyLPiaemCW/mvW+JW3CBPD2NiTB9HprRyOEEEIIUXZI8kCUeeauPIhbu42MiFu4jxtutnuaQ3q64YOXjw+88Ya1oxEFMWfDxEwOzR/GqXs77iz4CX1islnvXZKcnQ29Og4fhlWrrB2NEEIIIUTZIckDUaalp6cTGRlptsoDlZHBnW9WGT6o+Zp368fiWrAATp2C2bPBwcHa0YiCuLu7k5ycTHKyeT/ke0x4Fn3UHWJ/3GTW+5a0YcMM2ze+8w4kJ8v/xoQQQgghSoL81CXKtKioKJRSZqs8SNi8h7SL13AfN8ysDRiL6/p1w1KFXr1g4EBrRyMK4+HhAWD2pQtOHZrj2KE5d75ZhT4hyaz3Lkk6HXz+OVy7BuvWeVs7HCGEEEKIMkGSB6JMi4iIADBL5YFSiui5P2Ln441LP99i38+cxo2D1FSYPx9KUU5D5MPd3R0wf/IAoMK7o8m4Ecntz5aY/d4lqWtXGDAAVq+uQVSUtaMRQgghhHjwSfJAlGnh4eEAZqk8SAo8SOrxc7i/9gyajU2x72cuGzfCL7/A1KlQt661oxFFkVl5YO6+BwBO7ZvhNuJxYhasJeXYWbPfvyTNnAnJyTZ8/LG1IxFCCCGEePBJ8kCUaZmVB8VNHiiluP3Jd9hWq4TbkD7mCM0sYmNh7Fho0gQmTbJ2NKKoMisPLJE8AKj4/ivYeLpzc8Kn/LR6NatXryYjI8Miz7Kkhg2hb98bzJsHly5ZOxohhBBCiAebppQqmQdp2mhgNICtrW3r7du3l8hzRekRHx+Pq6urtcPIZvXq1SxatAh/f3+cnJxMukd8fDyeZ67y0GeruD1mIAk9S0+jxK++qsuGDdX45pujNGoUa+1wgNL5Pihtrly5wnPPPceUKVNo3769RebLaf9Jyn++mlaxh0hKS8XHx4cXX3yR9u3bl6p+HYW5fDmd0aO74+sbxZQpZ6wdTqkg32PmI3NpOpm7wskcyRwYQ+aqbOnevXuiUsrF2nHkVGLJg3u5uLiohISEEn+usK7AwEC6detm7TCymThxIgsWLKA478fAXbuo88EyVEoq1fetQLO1NWOEpvv7b+jQwVB58PXX1o7mX6XxfVDaREREUKVKFb755hsaN25skflSSrHNbyR9ty7nxf8OI/Dg34SEhNC1a1c2bdp03/yAEhgYyLZt3fjkEzhyBFq2tHZE1iffY+Yjc2k6mbvCyRzJHBhD5qps0TStVCYPZNmCKNPCw8OL3SzRed8JUs9cxGPyC6UmcZCWBi+9BF5eMH26taMRxjLnbgsxMTFMmDCBSznq+jVN41R7QxOM0ecSObbpD2bMmMHu3bvZtWtXsZ9bkt5+GypUgMmTrR2JEEIIIcSDS5IHokyLiIgoVr8DlZZOubW7sG9cB9cBPcwYWfF8/jmcOAHffgvlylk7GmEse3t7nJ2di93zIDExkf79+zNnzhy++uqrXOf3nzhGbS9vPGNTiOg/lmeatAXIlWgo7dzdDVuR/vEH7Nhh7WiEEEIIIR5MkjwQZVp4eHixkgdxa/yxC79NhXdeQtOVjm+nkBD48EMYPNiwlZ24P7m7uxer8iA1NZXBgwfz559/UrNmTfz9/bOdV0oRFBREl1498P5jMTZVPEl7cRouDo73XfIA4NVXoUYNQ/WBXm/taIQQQgghHjyl49OOEFaSubbcFCo1jejPl5FSzxvn3h3NHJlplIIxY8DeHvL4RbO4j3h4eJhceZCens6wYcPYtm0bixcvZtKkSZw7d46QkJCsMSEhIURERNC5c2fsannh7T8fl17tqZauI+Tvw+Z6GSXG0RE+/hgOH4aff7Z2NEIIIYQQDx5JHogyKy0tjVu3bplceRC/cRfpYTeJ/U/3UtOdfsUK2LkTPvkEqlWzdjSiONzd3U1OHrz33nusW7eOL774gueffx4/Pz8AtmzZkjUmKCgIgM6dOwOgc3OhyrLp1HBz58KJk6j78Nf3zzwDzZrBu+9Caqq1oxFCCCGEeLBI8kCUWZGRkSilTKo8UEpxZ8Fa7OrVJLlFXQtEZ7wLF2D8eMMOCy+/bO1oRHF5eHiYvGxh9erVPPHEE0yYMAEAHx8f6tevn23pQlBQEBUrVqRBgwZZxzRbW+p1eoSriXHEb7i/miYC2NgYEmcXL8KiRdaORgghhBDiwSLJA1FmRUREAJhUeZC8/xipx89R/uWnoBT0OkhIgEGDQNNg5cpSEZIoJlMrD65cucKVK1fo2bNntuN+fn4EBASQmJgIGJIHnTp1ylU1U79nFxJUBiEz5qPS001/AVby2GPQvTt89BHExVk7GiGEEEKIB4d8xBBlVnh4OIBJlQcxC9ei8yiH21N9zB2W0ZSC0aPh5ElYvRpq17Z2RMIcTK082LdvH/DvcoRMfn5+pKSkEBAQwM2bNzl37lyuMQA+deoAcCnkAvG/FH3rgpdffpn//e9/RsdrbpoGn34KkZEwe7a1oxFCCCGEeHBI8kCUWaZWHqRdCiNhSxDlnhuAztnREqEZ5euvYdUqmDYN+lg/lyHMxN3dnZiYGPRG9h4ICgrC1dWVZs2aZTvu6+uLs7Mz/v7++SYYAGrfzT7dqObO7dk/oNIKrz7IyMhg5cqVrF271qhYLaVtWxgyBGbNgtBQa0cjhBBCCPFgkOSBKLMyKw+MTR7ELF4HtjaUf2GwJcIyyu7dMHGiYUvGd96xdjTCnDw8PFBKZS0zKKqgoCA6dOiAra1ttuMODg706tULf39/9u7di6OjI61atcp1fWby4Fb7BqSHXidujX+uMTmdOXOGhIQEzp8/T3x8vFHxWsrs2YblO+PHWzsSIYQQQogHgyQPRJkVERGBq6srLi4uRb4mIzae2FWbcR3YA9sqnhaMrnCnTsHAgVC3LixbJn0OHjQeHh4AxN1duK/X60lKSirwmjt37nDixIk8KwrAsHQhNDSUVatW0a5dOxwcHHKNcXV1xdPTk2s2ehxaNyJqylfcmraAjJj8GwgcPHgQMDQSPXHiRJFen6VVrw7vvw+//Wb4EkIIIYQQxSMfN0SZFR4ebnTVQdyPm1AJSbi/PMRCURVNWBj07WvY237LFihf3qrhCAtwd3cHDMmD3377jWbNmuHl5cXWrVvzvWb//v0opfJNHvTt2xcwJM7yGwOG6oPQ0FCqLJmGi58vd75ayZU2TxP99Ur08bkrIQ4cOICdnR0AwcHBRX6NlvbGG9CkCbz+uqGpqBBCCCGEMJ0kD0SZFRERYVSzRJWeTszidTh2aI5D84ctGFnBYmLAzw+io8HfH2rVsloowoIyKw+mTp3KgAEDSEtLo3r16vj5+TFz5kyUUrmuCQoKwsbGhkceeSTPe9aoUYMmTZoAefc7yOTj48OlS5ew9apE5QVT8d61BMfWjbn90QJCGw8kYux0koKOoPR60q6G8/eOANrXrIu7kwsHN20jPTwqz/hKmp0dzJ8PV67Axx9bOxohhBBCiPubJA9EmRUREWFU5UHC5r2kX4vAfYz1qg6Sk+HJJ+H0afjlF2jZ0mqhCAvz8vICDM0IFy1axKlTp9i/fz9Dhw7l3XffZciQIbn6CwQFBdGqVasCl+I8/vjj2Nvb06FDh3zH1K5dm8uXL5ORkQGAQ9N6VF0zi2pbFuD6ZC8St+zl+qDxXKzei/Mtn+RkyDkahcXRIN2WI3/s5HLTQVxuPJDYNVvMMBPF07kzjBxp6IFw6pS1oxFCCCGEuH9J8kCUWeHh4UZVHtxZuBbbWl449+lkwajyl5gITzwBO3fC999D795WCUOUkHr16nHo0CFWrFjBSy+9hK2tLS4uLqxcuZLZs2ezfv16Ro0alTU+JSWFAwcOFFhRAPDee+9x6NChrGURealduzZpaWmEhYVlO+7YpjGVvniLmqc2Umnh+5QfOZAbrwwgDUWv7z7jkdHDOatLw33aa9jVrkbk6zOInDgLfXJK8SajmD77zLC0Z9gwQwJOCCGEEEIYT5IHokxKTU3l9u3bRa48SD58ipSDJyn/0lNoNjYWji63+Hjo1w927IAffoBnny3xEIQVtG7dGkfH7NuBaprGxIkTmTZtGuvWrWPTpk0AHDlyhOTk5EKTB87OzjRt2rTAMZk7Lly6dCnP8zonB9wG98Jz+jjOVHYG4JEunWnVrh3JqSlE+DbFa+NXuL8+jNjlv3G9/1jSrtwo0mu2hIceMjQVPXYMJkywWhhCCCGEEGajaVqopmknNE0L1jTtUB7nh2madvzumD81TWte3GdK8kCUSTdv3gSKvk1jzIK16NxcKPeMnyXDylNcnKE54p49sGKFoQRbiEmTJtGoUSPGjh1LQkICQUFBAHTqVPzKmMKSB/c6ePAgVapUwdvbmxYtWgCGpomarS0Vp46hyoqZpF0K41q3UcR89wvq7lKIktavH0yaBAsWwNq1VglBCCGEEMLcuiulWiil2uRx7hLQVSnVFJgGLCruw7SSamqladpoYDSAra1t6+3bt5fIc0XpER8fj6urq7XDAODs2bOMGTOGadOmFfqbWpvIO1R97Uvi+nUg5tnHcp235OsKDXVm2rRGhIa68N57p+nePdIizylJpel9cD8oaL5OnDjBuHHjePrpp7l69SpXrlxhxYoVxX5mWloaffr0YcSIEdmWRuTlueeew9vbm+nTp5Oeno6fnx+DBw9mzJgxWWNsIm5TYdFvOB6/QKqPF9EvPU5qXe9ixwnGvZ/S0zXGj29BaKgLixYdolq1B3MNg3yPmY/Mpelk7goncyRzYAyZq7Kle/fuiUqpAveT1zQtFGijlIoq7H6apnkAJ5VS1YoVmFKqxL+cnZ2VKHsCAgKsHUKWTZs2KUDt37+/0LFRH3yrQir5qtQrN/I8b4nXpdcrNX++Uo6OSj30kFJbtpj9EVZTmt4H94PC5mv06NHKxsZGubi4qFGjRpntudWrV1cjRowocExMTIzSNE199NFHWcdatWqlHn300Vxj9Xq9ilu/Q11qPECFPNRFhf1ngrr99UqVfPyc0mdkmBynse+n0FCl3N2VatVKqaQkkx9bqsn3mPnIXJpO5q5wMkcyB8aQuSpbgBTg0D1fo1WOz9QYKguOAIfzOp9j7CTgu4LGFOVLli2IMikiIgKg0IaJ+vhEYlf8jkv/rthVL3pzxeK4dQsGD4ZXXgFfXzh+HB7LXfAgBACffPIJFStWJCEhodAqGmNkbtdYkMOHD6OUol27dlnHWrRoQXBwcK6tGjVNw3VQT6r/+SPu44eTfiOS2x/O51qP57nSekiJ9USoWROWLoUjR2DcuBJ5pBBCCCGEsdKVUm3u+cpryUFnpVQroC8wVtM037xupGlad+AF4O3iBiXJA1EmhYeHA4X3PIhbuw19TDzuLz9VEmGxaxc0awabN8Pnn8OWLWDEhhCiDPLw8ODbb7/F1dWVXr16me2+tWvXLjR5cODAAQDatPl3mV2LFi2IjIzkxo28kwE25VypOGU0NYJWUPPErzz09btk3I7h1tRvzRZ7YQYMgMmTYfFiw84lQgghhBD3G6VU2N1/3gR+BdrlHKNpWjPgO2CAUupWcZ8pyQNRJkVERODm5oaTk1O+Y5ReT8zidTi0bIhD2yYWjSctDd55B3r1Ajc3+PtvePNN0Ml3qCiC//znP8TExFCjRg2z3bN27dqEhYWRXMDehgcPHsTHx4eKFStmHbu3aWJhbKt4Um5oXzzGjyBh824S9+TomSYHAAAgAElEQVRqFGwxH39s+H4bOxYOHy6xxwohhBBCFJumaS6aprll/jvQGziZY0wNYD0wQil1zhzPtTXHTYS430RERBS6ZCEp8CBpIVeoNO89NE2zWCx///3vB5gXX4Q5c8ClwPYoQuSmM3OmKXPHhcuXL/Pwww/nOebgwYN07Ngx27FmzZoBhuSBn1/eu5MsWbKE06dPZ/3Zo1w5/lujClFTvqL6riVodpb/X5ONDaxaBa1bw5NPGr7/7smBCCGEEEKUZpWBX+9+RrEFVimltmqaNgZAKbUAmApUBObdHZeu8t6VocgkeSDKpPDw8EKXLMQsWodNpQq4DuhhoRgM1QZLl0LVqrBuneFDjBClwb3bNeaVPIiIiODKlSuMHz8+2/Hy5cvj4+OTb+XB5cuXeeGFF3BwcMDW1pb09HRSUlLo9tViqny0jJgfNuA++j/mf0F5eOgh+OUX6NzZ0GfE37/kEndLlizBxcWFp556yuyJHyGEEEI82JRSF4HmeRxfcM+/vwi8aM7nyk8s4oF069YtpkyZQnx8fJ7nC6s8SL1whcSdf1Fu5EA0ezuzx/fzz1C/PqxcaVh7ffasJA5E6XJv8iAvBw8eBKBt27a5zmU2TczL8uXLAcN2qfHx8ezevRuA27Uq49StLdGffk9GVHSx4y+qtm1h2TIICoInnoDERMs/c926dbzwwgsMHTqU1q1bs3Xr1lwNJoUQQgghShtJHpQxqampTJ48mbCwMGuHYlHz5s1jxowZzJ49O8/zhVUexCz+BexsKffcALPHtm0bPPMMNG0Kp07BzJmGPgdClCZVq1bFwcEh3+TB8uXLKVeuHK1bt851rkWLFoSEhBAXF5ftuFKKpUuX0qNHD2rWrJn1HDB8T3rOGI8+MYlbMxab+dUUbOhQQwIhIMDQTDEpyXLPunDhAi+88AKPPPIIK1asICYmhr59+9KrVy9iY2Mt92AhhBBCiGKS5MF9Ii4ujjFjxnDt2rVi3Wfnzp18+umnWb/9exBlfkAB+Pzzz7O2ZcyUkJDAnTt38q08yIiNJ27NFlwH9cS2UgWzxnbggKHCoEkTQ4l0vXpmvb0QZqPT6ahZs2aeyYPz58+zbt06xo4di7Ozc67zLVq0QCnF0aNHsx0PCgri4sWLjBw5MutY5vfhjRs3sK9Xk/KjBhG3yp+0y9fN+4IKMXw4/PAD7NwJAwdCAX0iTZacnMyQIUOwsbHhp59+Yvjw4fzzzz/Mnj2bXbt2sXbtWvM/VAghhBDCTCR5cJ/YtGkTCxcuZMyYMcUqb/X39wdg//795gqt1Nm7dy8XL17kvffeIykpiY8//jjb+YkTJwLQpUuXPK+PW+WPSkjCfbR5t2c8exb8/KByZcMWjOXLm/X2Qpidj48PZ8+ezfV3zqxZs7C3t8/V7yBTx44dKVeuHNOmTct27Q8//ICrqyuDBw/OOmZvb4+np2fW1o7u44ah2doQPWeFBV5RwZ57zrB14/bthu/VHIUTxTZp0iSOHDnCsmXLsiov7O3tefPNN6lduzYbNmww7wOFEEIIIcxIkgf3icDAQAA2b97ML7/8YtI9lFJZyYO//vrrgV1ju3TpUlxdXZk8eTIvvvgiCxcu5OLFiwCsXr2ahQsX8tZbb9G1a9dc1yqliF3yK45tm+DQPO8O86YIC4PevQ0d3rdtg0I2ehCiVPDz8+PEiRMsXLgw69j169dZtmwZzz//fL5LfypWrMjMmTPZsWMHq1atAiA+Pp61a9cyZMgQXHJ0JaxatSrXrxsqDWyreOI2vD9xa7aQdjXcQq8sf6NGwYoVsGcP9OgBUVHmue/PP//Mt99+y8SJE3n88cezndM0jYEDB7Jjx45cSz2EEEIIIUoLSR7cJwIDA3nsscdo2bIl48aNIyYmxuh7nDt3josXL9K8eXMiIyOzPlA/SHJ+QJk6dSq2trb873//49y5c4wePZqOHTtmq0a4wQ260pVwwknef4y0S9fM2usgOhoeewxu3zZUHNSta7ZbC2FRY8eOpW/fvrzxxhtZSxC+/PJL0tPTmTRpUoHXvvzyyzzyyCNMmDCB27dvs379ehISEhg1alSusVWrVs2qPADwGDcMdDruzP3RvC+oiIYNg19/hZMnwdfXkPwrjpCQEF544QXat2/PzJkz8xwzcOBAUlJS2LZtW/EeJoQQQghhIZI8uA9cv36dc+fO0atXLxYtWkRERARTpkwx+j6ZVQcffvghYKg+eNDk/IDi5eXFG2+8wapVq/Dz88Pe3p41a9ZgZ/fvDgrTmEYQQUxjGnGrNqO5OuPSP3dVgimSkgwd3M+dgw0boFUrs9xWiBKh0+lYvnw5np6eDBkyhMuXL7NgwQKGDh2Kj49Pgdfa2NiwcOFCbt++zdtvv83SpUupU6cOnTp1yjXWy8srW/LA1qsS5Yb1I3bVZtLDInKNLwmPPw5bt8K1a9ChA9zdXMJomX0ObG1tc/3dc6+OHTvi6elptqULN27cYOzYsQwbNoyMjIw8x2RkZHD48GE+/fRTevfunWuJlxBCCCHEvSR5cB/I3MqsW7dutGnThtdee4158+bx999/G3Uff39/GjZsSP/+/XFxcXkg+x7k9QHlrbfewsPDgwsXLrB8+XKqV6+ede4GN/iBH9Cj5we1hEt/bcN1UE90Lk7FjiU93dDFfd8+Qxl0z57FvqUQJc7T05M1a9Zw6dIl2rVrR3x8PG+//XaRrm3evDlvvvkm3333HQEBAYwcORJN03KNq1q1KuHh4ej1+qxj7uOGAxA9d6V5XogJunaFwEDQ6aBzZ1iwAIxd7TVp0iSOHj2arc9BXmz/n737jq/x+gM4/nmSmz1EBjIIVXvvTUIUUYQapZTGrBmjaKyiNBS194hZe6+KH7E3rdXYoxJJJCERkXFzz++PWykSSW6GIOf9et0XeZ5zzvN9juvm3nPP+R6VihYtWrB7924SEhIyHPOzZ89YsmQJRYsWZeHChaxbt44FCxYkK3fo0CHs7e2pWrUqI0eO5OTJk8yZM+eTXc4mSZIkSVLmycGDj4C/vz+WlpZUrFgRgIkTJ+Lg4ICnpyfPnj1LVxvR0dEcPXoUd3d39PX1qV69+ic38+D+/fspfkCxsrJi48aNrF69mubNm79RZyIT0aD9wJKoUTPn+1tYdnqzTEZERGi3Y9y5E+bMgfbtM92kJOWYunXrMmnSJEJDQ3F3d6d8+fLprjtu3DicnZ1RFIVvv/02xTL29vao1WrCXkswYOCUH8uO7kSt3Y06KDTT95BRlSvDhQva/Afffw/ffgsvXqSvbmp5DlLi4eFBZGRkUo4bXf3zzz8UK1aMdevW0apZcy7/vp1GlavhPWIk946dITH8GUKjITAwkA4dOmBtbc2aNWt4/Pgx06ZNIzQ09J1bc0qSJEmSJMnBg4+Av78/9evXR19fHwBLS0tWrlzJrVu3aN68OS/S8U720KFDxMfH4+7uDkCtWrX466+/iImJydbY36dVq1a98wOKm5sbnTt3fuPYq1kH8cQDEK+vZss3T3haJePbMwoB69dDqVLaNdNTpkC/fhluTpI+GD/88ANz5sxh3rx5OtUzMzNj8+bNLF68mEKFCqVYxt7eHuCNpQsAVoO0/2fDvGfn6DfiNjawZw9MmABr10KVKtoBhT///JMyZcqwa9euZHX8/PzSzHPwtsaNG2NqapqupQsiMZGXJy4RNno2wV29efz1D8z8oh3hYWFstK/Oz0eDMe43Fe97GuJjXvK9W3Pul2zBzQIutClWnhcRT1noVI0m18Iw/d8FKufVZnH91AaVJUmSJEnKOnLw4AP3Kt+Bi4vLG8cbNWrEunXrOH36NG3atCEuLi7Vdvbu3Yu5uTl169YFoGbNmqjVai5cuJBdob83iYmJrFixgtmzZ9OwYcN3fkB52+uzDl7RqBR+VjK27vfRI+066Y4doVAhOH8ehg/PUFOS9MHR09Ojf//+FC5cWOe6VatWpUePHu887+DgACQfPDAoZI/1yO682HOE6M0HdL5uVtLTgzFj4OBBiI6GmjXhhx92c/36dVq2bMmECRPQaDQIIZg6dSpNmzbF2dmZTZs2vTPPwdtMTExo0qQJO3bseGMJR2LYU2IvXCN69xEil2wm1MuH+2U9CPIYSJTvDhLuBZLwJIJND65TL18hijeojc3EAdhvmEadw2v5sUcf/ogP52z7OiwuY8HZlxH41GnO5wZmRK3dwxMvH/L0m4apnj5H126SSxckSZIkSUqRKqcDkFL3er6Dt7Vt25alS5fi6enJN998w/r161Gpkv+TvtqisXHjxhgaGgLawQOAU6dOUa9evey7gWwkhGDHjh2MGjWK69evU61aNWbNmpWuum/POnglXqVmBSsYwxgKkL79FIWANWugf39ISIAZM2DgQO22jJIkpe3VzINX2zW+zqrv18TsP0HYyJmY1KmEyiHf+w7vDQ0bwpUr0KcPbNx4BUPDQpQpU59x48Zx7twlzMyM2LBhA+3bt2fZsmWYm5vr1L6Hhwfbtm3j+LwVlA5+QczR8yQEvLmUQDE3xaxxLczc62PqVhM9c1P8/f35x3U5PksX8tTBgQqv/c74cd5vbDp1hIEblxEeHo6npycDly0DQGg0JNwLJO6vG1Tw7MLJAwcJaj0I28mDMCpdNNP9JUmSJEnSp0N5X98wKIrSC+gFoFKpqvj5+b2X637spk+fzuHDh9mxY0fSsoW3bd68mXnz5tG0aVN++OEH9PTenFBy7949PD09GTZsGM2bN0cVFIb+0+e0GzeCYvnsmdKpOwn2Nqgd7RDGhtl2L9HR0Tq/kU7Ntm3bmD17NgULFqRHjx7Uq1cvxWRsKfmt2G/std+LWk+d7JxKo6L54+Z43fJKs51nzwyYOvUzTp2yp0yZSH78MQBHx5c630tuktXPg09dbuiv+Ph4mjRpQvfu3ZMtLwJQPQ4n/w/ziCvpTNiob+G1/+c51T9CQLt23XnxogyxsTuA2cBQQFCsmDdNm3amVKloChWKwcws5d0O3pCgxvjPW8QfPkfDfb70MnFksNXnxJdyJrZ8URKc8pFobUGidR40FibaqRCv8fHx4fjx42zevBm1Wp2sT65evcqAAQMoUqQI8+fPx9jYOFkISxYvZsOGDVws6IppTDyxFT8npk55XlYvhTAxynhnfcRyw/+/7CL7Lm2yj2Qf6EL2Ve7i6uoaI4Qwy+k43vbeZh4IIRYDiwHMzMxESt+kS8n17t0bV1dXGqWSqt/FxQU7Ozt++uknSpQowW+//fbGh+izZ88C8H2zVpgs3kmMn3aXharRcDLib6xnbkwqr3LKj2nDGlj2+AqjUqlvxaYrf3//FGdQZNS8efMoUqQIN2/eTHHGRWoGMxg1yQcOANR6ah44PsDF0eWd9TUa8PWFESMgMlLDlCkwdGge9PVr6BRHbpTVz4NPXW7pr7x582JsbPzOe42M1SNs+AwqPYgkTzePpOM51T8vX77k6dP7jB7dmQEDFM6fH8S2bbW5dk3NrVu1mDPnv7I2NvDZZ+DkBKamYGKi/dPZWZuQsUzcJaIHjEbzNAo96zzULlSUJYH3uFa0MG4uRWnUqBH58+dPas/a2pq8efMm/RwdHc3x48fp1KkTTZs2TbFPXFxcKF26NKVLl6ZAgZRnVUVFRbHu99+JmD8Mx0sPid7ih8ncLSjGhph92QCbcX1RFbDN0n780OWW/3/ZQfZd2mQfyT7Qhewr6UMgly18wF7lO+jVq1eaZceOHcuzZ8+YOXMmefPmZdy4ccTGxrJg7lymTJ5MWdsCiK+9ibU0w9q7J0ZVy+CyZzs7pvxM4vrJOMYkknDrIXHX7/B8436iVu3EuE4l8vRsi1mzuih6H156jICAAMqWLavzwAHAJS4l/T2o3RDiA+7hfHETikHabZ0/r02CePYs1K4N3btfwNOzms4xSJL0H3t7+xSXLbxi2c2DF3uPET5uHsaVSmFUocR7jC6569evo9FoKF++PLa20LQpNG2qfR0QAv75R5tU8fZtuHtX+7h5E16+1D5evICoKCiuf4cNeX7kqcqWK43GUHNgVdY4PWbevLkcPHiQcePGMXbs2DeubWRkxM6dO/niiy8A7eyzFy9e0K1bt1RjbtiwYarnXy1nO3ftCi6jfsD6xx7Enb/G8y0Heb5uNzF+p7CdPAjzdk3SPctLkiRJkqRPhxw8+ICllu/gbYqiMH36dJ6GhPLTTz9xa8Mu/O8GEBj3gjoGVoyxdsaqbyesBn6DvpUFAPXNFJjyM5fCgijx9ddJbSVGRBK1djdRy7cR0m0URtXKYjt5EMYVS2bLfWZEYmIiN2/epFmzZplqJz7gHi/9z2Ht3TPNgYPnz2HkSFiwAPLlg5UroUsXOHIknfu2SZL0Tvb29skSJr5OURTyzR1FYNPePO48EqcDi1HZ273HCN905coVAMqVK5fsnKJok6amlbs1+M8QItsPIz7BlKVFp7Npa34SNkDhwgXx8JiCtzeULBnGzZvHiI6OTqo3ffp0WrdujZ+fH7Vr18bX15dixYpRq1atTN1Tvnz5+Oyzzzh1Sjs7TdHTw7h6OYyrlyNPr694MuAXQvtNInqnP3a/Ds3R/pckSZIk6f378L5OzsUSExM5deoUR44c4ciRI2zevBlLS0sqVqyYaj0Rn8Cz+esJataHH/0e0sTQhrV/X8DW1Jwt3Qaxf+MWGv21B5uxfZIGDkD7ptfExCTpjeIr+tZ5yDvgGwqd34Dd7B9R3w8i8ItehA6egvrJ02y5d13dv3+f+Ph4SpbM3IDGs8WbUIwNsfy2Zarl9u+HMmW0AwcDBsCNG9r93uWXb5KUNdIaPABQ5behwNopaKJjePzNCDTRObfV7OXLlzExMaFo0YwlFUx8GkV8v6EYJsZSfM+vrD2Yn9BQWLECSpaEhQuhbVsoW9aWYcNac/lyF6pU6UKXLl34448/cHR0xN3dnW3btnHkyBG6deuWJbMBatWqxalTp5LtuGBYtBAOu+ZiM7E/L4+c42GNjoRPXoLmuRw8lSRJkqTcQg4efEC6d+9O7dq1cXFxwcXFha1bt9KwYcN3JkoEiL9xj0fN+hA+bh4IsBvhyeYT/pw5fZpL4Y9ps2Im5h4NUeW3SVbXwMCAatWqvXNfb0VfH8uO7hQ8vZY833fg+fp9BH7RE3VoRJbdc0YFBAQAZGrwIDEikuhNf2De9gv0baxSLBMRAd26QbNmYG4OJ07ArFmQJ0+GLytJUgocHBx4/PhxmtsEGpUuSv4l44m/doeQPhMgUZNq+cx6/vw5d+7cSXb88uXLlC1bNtXX53cRCWqCu3qTcD+IAqsmJ+1qYGWlfb3Ztw8iI+HUKZg2DUqXhpkztQOYNWvCjh352br1IJaWlrRp0wZFUejSpUtmbxXQLl0IDg7m4cOHyc4p+vpY9elAweOrMWtWj2e/reJBtQ5ELt2CiE/IkutLkiRJkvThkssWPhC+vr6sXLkSLy8vWrb871vwd806EBoNkYs3E/HzIhRzE/L7TsK8ef2k89XTed3atWszbdo0wsPDsbFJPsAAoG9pju34fpi3ciXIYyDB3UbhsHUmesY5l3371eBBiRIZX/cctWonIjaePL3apXh+61bo2xfCwmDUKBg9GlJIUC5JUhawt7cnPj6eiIiId74WvWLmVhPbyYMIG/kbeYz1oFHqa/kzSghBmzZtOH/+PMHBwRgZ/fead/nyZVq0aJGhdsMnLiT21F/kWzgWkzqVUixjaKgdKKhZE4YOhdBQWLsWli2D3r3BxKQQjRv78fx5PerUqUHBggUzFMvbXi19OH36NM7OzimWMXB2IP+iceT5vgPhP80n7MeZRC7ejPXoXpi1cHlzBkSlSvDnn+++YMWKcOnSG4fi4+HyZW2+iGfP/nuAtl/e9TAy0v5pYPDmZhR58kDVqtrzkiRJkiRlnBw8eI8SEhI4e/YsxsbGVKlSJen4tWvX6Nu3L66urkybNi3Nb7ISnz0ntM8EYv53GtMvamM3Y3iKMwvSo0OHDvj4+LB+/Xr69euXalnjyqXJN280IZ5jeDL0V/LNHZVjSbMCAgKws7NL80PGu4gENZHLtmLSoGqyXSVCQrRLEzZt0r6v3bdP+/5XkqTsY29vD8Djx4/T9f86T/c2xF27jVizm5cnLr3zQ3hmrFu3joMHDwJw+PBhmjZtCkBISAhPnjyhfPnyOrcZvfsIkQs2YNm9DRZfNU53vXz5YPBg8PLSJm1dvhx+/70EkZF32LNHDxMTMDPT7uLw8mUt9PUhIUH7YdrBARwdtbs9lCsHtWpB2bKQUq7Z8uXLJy1n69ChQ6oxGVcsicO2WcQcPE34hAWEdB+LUZXS2E7oj3H1f3NB1KoF169rRwTeZmiIqFWbGwHaBLTnzmn//PPP5MUNDLTLxFJqJj2MjaFuXWjYUBtShQrw2oYVkiRJkiSlgxw8yAYXLlzg4sWLST9HRUXh7++Pv79/UtKr5s2bM3nyZIoWLUq7du2wtLRk3bp1aQ4cxP19l+BvvVEHhmA7ZQiW33lk6gN8xYoVqVixIr6+vmkOHgCYt3AhfmR3nvosw7B4YfIOSr4n+/sQEBCQqSUL0bv8SQwOI8/0YW8c37YNevbUJkecPBmGDdO+aZUkKXu9PnhQtmzZdNWxndCfCL8ThPafhNMRX/Qts27/64iICAYPHky1atX4+++/2bZtW9LgweXLlwF0HjyIv/MPTwb+glHlUtiOT/v1NiWKAtWqaR8zZsCOHRbcuKHdveHFC4iJgdDQCAoWtEelgrg4CAyEBw/g+HFt3hbQDjRUrAiWltqtI01MwNYWPvvMgM8+q8rhw6dJTIS0VmUoioJZ41qYNqzO8w37ifhlKYFf9iNP73ZYe/dCb8wYbSKHFMSp9Sm7egy3X4upalUYOBCqV9cu17C21i7nMDbW3rsQoFZrBxFSe7y++uXxY/D3h0OHwNv7v+OFCmn7oGJF7WBCxYpQpIjMZSNJkiRJ7yIHD7JYQEAAtWvXJv6tr0c+//xzOnfuTKNGjbhz5w4+Pj5UrFiR4sWLc/PmTfz8/N659/Yr0bv8Ce0/GT1zExy2zcKkhu7feqWkW7dueHl5cfXq1XS9ac87pCsJN+4TMWkxBkUcMW/pmiVx6CIgIIDWrVtnqK4QgsjFmzAo4oSpm3aKbnS09hu9Zcu0+66vXq194ypJ0vvh4OAAkOp2jW/TMzclYkBb8o9ZSrj3LPLNHZVl8QwfPpyIiAj8/PyYPHkyO3bsYMGCBejp6SUNHqS008K7aGJiCek+BlT65F86AcXIMNMxmpjAaxvlJPH3v4GLi32y40LA/ftw+rQ2n8Lly/DkyX/bR4aEaAcgoCYwE2vrWBo0MKZBA3Bzg/Ll3/3BWtHXx7JTc8xbuhI+YSGRCzcSc/A0YuwohOt3OB1Yhirxv9+LsRgyw7QFVb+MYlSTAlSrpk0UmfZghXZA18BAO9jwNrVaza5du2jSpAmmpqZJx1u10v4ZFgYXL2pnN7x67N4Nmn9TZ9jbQ/v22n6tUSP1WCRJkiQpt5EJE7OQEII+ffpgamrKtWvXePToEY8ePSI0NJRbt26xYMEC2rZty4gRI7h79y7Dhw/n4cOHTJw4kUaNGqXadsyR84R4jsGw9Gc4/W9Zlg0cAHTq1AmVSsXKlSvTVV5RFOxm/Yhx1TKE9JlAzKEzWRZLeoSFhREWFpbhmQcxB04Sd+E6efq0B0WPAwe03zgtXw4//qh9Uy0HDiTp/Xp95oEu4osXJO/gLjzfsJ/oXf5ZEsvRo0dZtmwZQ4YMoUKFCnh4eBASEsKZM9rXusuXL2Nvb4+trW262hNC8GTIVOKv3SHf/DEYFEx9oDi7KIr2m/WOHWH2bO238efOwdWrcOeOdsZVSAj88kstIIEGDc4TEKCdgVWxonbJw5Qp8OjRm+0mJkJwsDZ1wf6jpqzMN4Ql5WYQeDuWuC7fs8K/CAmJb73dMNLjN8OD7N1bjfLlL1KmzJsDB9evX0/arji9wsPDadq0KW3atGH8+PEplrG1hS++gOHDYd067YqK58+1yyUWLdLmmFiwQLu0oWhR2LjRiZic29RDkiRJkj4sQoj3/jA1NRWfohUrVghALF68ON111Gp1usppEhPFs6VbhCY2LqPhpcrDw0Pkz59fJCQkpLuO+lmUeOjynbhTsJGIOf1XmuUPHz6ciQj/c/z4cQGIPXv26Fw3MSZW3K/STjyo/Y04cyJBuLoKAUJ89pkQR49mLJ6suq/cQvaXbnJTf1lYWIiBAwfqVOfw4cNCE58g/mnUXdwt3lwkhIRnKobg4GBRqlQp4ezsLKKjo4UQQjx79kwYGBiI4cOHCyGEqFSpkmjSpEm62wyftkLctq0rIqavzFRs6ZXZ50xoaKgwNzcXjo6O4vTp0yIwUIgFC4SoXVv7eqkoQlhZCWFmJoShofZn7byG/x5FigjxXbvnwt9tsrhtW1dEFighNAYG2pOGhmJb06YCEBYWFsLW1lb8/fffSddfs2aNMDY2FsbGxuLFixfpivnSpUuicOHCwsjISJQvX15YWFiIp0+fZuj+nz0TYsUKIRo00IabL58Q06YJ8e/TQUqn3PTalVGyj2Qf6EL2Ve4CvBA58Dk9rYeceZBFwsLCGDZsGHXq1KF79+7prpfebb4UPT3ydG+TJVNdU9KtWzdCQkL4448/0l1HP48F9huno3LIR3CnEcRdvpktsb0to9s0JiTANe91qB885je9wdSoo+LqVe03cNevQ7162RGtJEnp9Wq7Rl0pBiryzR+NJiqaiF+WZOjaUVFRjB07lqJFi3Lr1i0WLVqE2b/z4vPkyYOrqyvbtm1DrVZz7dq1dOc7iN5+iKc+yzBv3wSrwenbTvExj2lAA4IJztC9ZJadnR3Hjx/HwMCA+vXrs3//cvr00W5Ve/s2TJwI336r3UIE53kAACAASURBVPVh8GDtTjRz58KWLXDypHYWwt27sHyjOQ38fqTAGh8izZ0RCYkACEUPXyEoUKAAZ86cQV9fHzc3N27fvs2QIUPo3Lkzjo6OxMbGcvjw4TTj3bRpE7Vr10atVnPs2DF8fX15/vw5C14leNBRnjzaLTP9/WH27EuUL6+dffHZZzBnTsaTNkqSJEnSRy8nRiw+xZkHXbt2FSqVSly9ejWnQ8mQ+Ph4YWdnJ9q2bat73X+Cxf0KbcS9Ui2EOvzZO8tl1YjpsGHDhJGRUZqzNhIThbh4UQgfHyEaNhSiqEmguGrTUMyyGCscHYX46SchoqIyH48cCdaN7C/d5Kb+cnFxEXXq1NGpzuv982T0bHHbrp6IvXxTpzY2bNggbGxsBCDat28vbt5MXn/+/PkCEJs3bxaAWLVqVZrtvrxwTdxxaigeuX+v06yx78X3Qk/oib6ir0738UpWPWfCwsKEm5ubAMTgwYMz1ZY6/Jl4UbKK0IC4ZWgnVCiiX6W64sXB0+LPP/8UVlZWwsDAQABiwIAB4vnz58LU1FT07Zt6H2zZskXo6emJOnXqiODg4KTjTZo0Efny5RMxMTGZivtVXx4/LpJmqhUuLMTq1UKkc+JgrpWbXrsySvaR7ANdyL7KXZAzDz5d/v7+rFy5kuHDh1OmTJmcDidDDAwM+Oabb9i5cyfh4eG61XXKT4G1U0iMiCJiyvJsivA/AQEBFC9ePMVZG4mJ2ozaffpoE19VrgwjR2qTZM0vORcDIz08DvXj0SMYNw4sLLI9XEmS0sne3j5DMw9eyTu0G3p5LQkbOxft7920CSEYPHgwDg4OnD9/ng0bNlCsWLFk5Vq2bAnAxIkTgbR3Wkh4FEJw5x/Rz29DgZWT0j1r7DGPWcEKNGhYwYocm30AYGNjw759++jevTu//fYbDx48yHBb+tZ5MD20C1G9Jpuau6FG0CJCj8dfD8Nm5AK2TpxGiRIl8PX1Zfbs2Zibm+Pm5sbevXvf+W/p5+dHx44dqV69Ovv37yd//vxJ50aOHEloaCi+vr4Zjvl1derA//4H+/drt3js0kW7I8SZ95vyR5IkSZJylBw8yAKzZs2iQIECjB49OqdDyZRu3boRHx/PmjVrdK5rVOZzLLu1Isp3O3HX72RDdP9JaZvG+Hjo10+7n3mjRrBmDbi4wMqVEBQEp2acoeg/x7Ab3pVCVfNla3ySJGXMq8GD9H7wf5u+lQXWwz2JPX6RmP3H01Xnn3/+ISgoiF69elGlSpV3lnN0dKR69er89ddfqFSqVJdNaaJjCO48AhEbh/2aKejb5k33PUxkIhq0qf8TSWQiE9NdNzuoVCqGDdNuabtv377MNWZvj3L6JL/fvkq1atX44uZB7Gb8QGJwGIXG+7K/YF3a2n+O+HfrA3d3d+7fv8+NGzeSNXXq1Ck8PDwoUaIEe/fuxdz8v206RYKaGhZ2VC38OT7Df+Reg24Ed/UmbOxcIpdt5fnG/UmP6G3/I+FeYLqec4oCTZrA+fOwdq12eUatWtrlGzqOuUuSJEnSRynNwQNFUZYrihKqKMrV1475KooSoyiKxWvHZiqKIhRFSV/66U9EVFQU+/bto0OHDpiYmOR0OJlSoUIFGjRowJgxY7h9+7bO9a1HdEcvjznho2dn+M1/WuLi4rh7926yN+6GhnDhAtSvD5s2QWgobNigXZdbwE5N2Ng5GHzmhFWf9tkSlyRJmefg4MDLly+JjIzMcBuWXVtiUNyZ8HHzEfEJaZY/ffo0ALVq1UqzrIeHB6DNt2JkZJRiGZGYSEifCcT/fY/8S8djWLJIumN/NesgHu2i+njic3z2AUCJEiUoUqQIe/fuzXRbf/75J1euXOG7775DMTTAsktLCp1eh+2vQ1EHhRL8zUj+qfctUWt208S1IUCy6964cQN3d3ccHBw4cOAAefPmRRMdQ/S2/xHcYxz3irkT1LQP3cMNeBgdyb74MOLv/EPUim2EjfyN0H6Tkh4hvX7iYfWveVCuNcE9xhG1fh8iLvWkBnp60KkTBARocz4sWwYlSmh37Hm15aMkSZIkfYrSM/PAF2iawvHbQCsARVH0gIZAYJZF9pHYsWMHcXFxdOjQIadDyRKrVq1CpVLRvn17YmNjdaqrn9cS6xHdeXnsIjH7jmVLfLdv30aj0aT4rd/Jk9qBg7Zt4bXtvXm+4Q8Sbj7AekyfbEs4KUlS5mV0u8bXKSoVthMGkHDvEZFLt6RZ/tSpU5iYmKQrAeKrwYNy5cq9s0z4xIXE/HEC28mDMG1YI/2B8+asg1c+hNkHiqLg7u7O//73P51/L7zN19cXQ0NDvv766//aNzIkTzcPCp3bQL6FY1EMDXkyeAriSy9K2RRg97oNSbMRAIYNG4YQAr+9+zC/cJPgrt7cL9mCkF4/EXvyEuZt3Mi/dAKeN45QsmRJFsX8Q8Fjqyjy8CDOV7ZR6Oz6pIfT4RXY/joUkzqViD17hScDJvOgcjuezlxN4tOoVO/FwgKmT4eLF6FkSejeXZt496+/MtVFkiRJkpRuiqLoK4pySVGU3SmcK6QoyuF/z19WFMU9s9dLc/BACHEUiEjh1Hrg1SdmF+AEoM5sQB+b9evX4+zsTM2aNXM6lCxRqFAhVq5cyaVLlxg6dKjO9S27tsSgZBHCxs1DExuX5fGlttOCXgrPZs3LOCKmLseoSmnMmtfP8ngkSco6WTF4AGDaqAambjWJmLKMuCu3Ui17+vRpqlatioGBQZrtlixZkgEDBvDdd9+leD5q9U4i563Hsnsb8nRvo1PMb886eOVDmX3g7u5OTEwMR48ezXAb8fHxrF27Fg8PD/LmTb6UQzFQYfFVY5wOLcN+60xMXatTN96I4xfOca1sSx53/IEdrXuye/duBlSog/jSi5Buo4g9fw3Lbq1w2DUP5yvbyDdjOOatXDG0t2PEiBFcvnyZ/fv3oygKqgK2GBRxTHoYlf2c6MbV2F+7MGMqmLGmVTkMSxclYtJiHlT8CrMDZ9O8r/Ll4ehRWLECbt3S5trx8oKo1MceJEmSJCkrDAL+fse50cBGIUQl4GtgfmYvlpmcBzcBO0VR8gId0Q4m5CoREREcOHCA9u3boyhKToeTZVq0aMGwYcOYP38+GzZs0KmuolJh+/NA1PeDiJyXuafE3bt38fT0xNvbO2kZxKvBg+LFi6erjchlW0gMCsVmTJ9P6t9Ikj5FWTV4AGA360f0rCwJ/vZHEsOeplgmLi6OixcvpnvwV1EUZs+eTePGjZOdi97lz5Nh0zFpWAPbnwfoHG9Ksw5e+RBmH7i4uGBsbJyhvAdPnjxhw4YNdOnShfDwcLp165ZqeUVRMK1XhfyLxvH1hkUkIDjnYIo6NIIJflvJr2/E17deYFK3MgXWTcX5ry3Y/jwQk5rlUd5KpNupUyecnJzw8fFJdp0bN25Qvnx5nJyc6NatG+vXr2fy6mWYL/sJJ/8VGNcoj/WSXYSNmYNITEw1Zj097faON25ocyDMnq1dyvD775BNq/gkSZKkXE5RFCegObD0HUUEYPnv3/MAQZm9piqT9beiHcWoAfROraCiKL2AXqBNwOTv75/JS+e8PXv2oFarKVq06CdxP69r0qQJe/fuxdPTE41Gk/SmPr1sapVF/Lqcv80gvqQzANHR0enqp4iICNasWcOuXbvQaDRoNBru3r1L7969OXLkCPny5eP8+fNptqO8eIn9NF/iKxXjTEKkdtPubJDe+5K0ZH/pJjf114sXLwA4duwYjo6O6aqTWv8YDGxDvjFLCWgzkCdjuoLBm7/yrl+/Tnx8PBYWFpnqY+M/b2Hrs5b4Yk48+u4Lbh5PX7LG1/lV8SPeIuW19vHEc+D5AfwvpC/G7HrOVKhQgS1bttCqVat0lX/58iXe3t78+eefAJibm9O8eXMMDQ3THZ/GQB9TU1O2GMcQWLM8Fw9FMGTIEJ40b84TPT0gDtLo71atWjFv3jzmzp1L2bJlte1qNHh5eXH//n369OlDlSpVePHiBV5eXkyfPh1XV1fo3RwzVSIs3Ejw+cuED2yLMEk518Xr2reH8uUt+O234nTqZMGvvz7Fy+smhQq9TNc9fypy02tXRsk+kn2gC9lXUgpmAsOBd+0f9xNwQFGUAYAZ4JbpK6ZnP0egMHD1tZ99gbaAMxAGTP/3+H3ANq32TE1NM7nz5YfBzc1NfP7550Kj0eR0KNni/v37wtzcXDRr1kzne1RHPhf3q3YQ98q1FgmhEUKI9O1Pe+jQIWFmZib09fVF7969xaNHj0Tfvn0FICZPniyqVq0qGjdunK4YwiYs0O75fuWWTrHrSu67qxvZX7rJTf2l0WiEqampGDx4cLrrpNU/UVv8xG3buiJ02K/Jzs2YMUMAIigoSNdQk8Sc/kvcKdhIPHT5TqifRWW4nayUXc+Z2bNnC0DcuvXfa+q5c+dEgwYNxNWrV5OVHzJkiADEuHHjxJkzZ4Rarc7Qdb/66ivh6OgoSpcuLYoXLy4SEhJ0qh8dHS2sra1FixYtko4tWbJEAGLZsmVJx9RqtbCzsxMdO3ZMOnb48GHxbOkWcTtfffGwQTcRF3A33ddVq4WYP18IKyshDA2F+PlnIeLidAr9o5abXrsySvaR7ANdyL7KXYA44Pxrj17izc/nXwLz//27C7BbJP8MPwQY+u/fawHXAb23y+nyyNRWjUKIB8AosmD9xMcmNDSUQ4cO0aFDh092OryzszMTJ05k3759bNq0Sae6+pbmFFg+Ec3TSEL7jE9zyidATEwM3bt3x8HBgevXr7Nw4UIcHR2ZM2cOnTt3xtvbm4sXL1KqVKk021IHhhC5eBPmX7lhVPZznWKXJClnKIqStF1jVrFo44bVgG+I8t3B09lr3zh3+vRpnJ2ddZ5Z9Up8wD2CO41A5ZAP+43T0c/zroH/T0OzZs2A/7ZsfPr0KW3btuXIkSO0bduW6OjopLKXLl1i5syZ9OnTh59++onq1auj/9aSgvRyd3cnMDCQ69evM2nSJFQq3SZNmpmZMXDgQHbt2sXVq1cJCQnhhx9+oH79+m/kr9DX16dly5bs2bOH+Pj/ZoHk6d4G+3VTUQc/4Z+G3Xk6aw1CnXaKJ319+P577a4MrVvD6NFQpQqcOaNT+JIkSVLupBZCVH3tsfit83WAloqi3EebPqChoihr3irTHdgIIIQ4BRgDmdoZMT1bNf4OnAJKKIrySFGU7q+fF0IsEkLcyUwQH6PNmzej0Wg+mV0W3qV///5UrlyZQYMG8ezZM53qGpUrhq3PEF4evcDTX1ekWf7nn3/m3r17LF68+I2cBnp6eixfvpyWLVui0WgoUaJEqu2I+ASCe/4EevpYj+yhU8ySJOUsBwcHHj16lKVtWo/qiXnrRkRMXEj4z4uScqicOnUqw8luNdExBHcbhWJsiP3m31DZJU8A+Kn5/PPPKV68OHv37kUIwXfffUdgYCA+Pj7cuHGDfv36AZCYmEivXr2ws7Pjl19+yfR1mzbVbvhUvXp1vvrqqwy10b9/f0xNTZk6dSpDhw7lxYsXLFq0KNngv4eHB1FRURw+fPiN46aNalDw2GrMvqhNxM+LCHTvS/zth+m6dv78sH497NoFz55B7drw448Ql/U5hSVJkqRcQgjxoxDCSQhRGG0agUNCiM5vFXsINAJQFKUU2sGDJ5m5bprD90KIjikcXvaOsoUzE8yHTK1WJ73hBNiwYQOlS5dOWj/5qVKpVCxevJjq1avj7e3N/Pm6TTKx/KY5sWcu83T6Ssz6eICLS4rlrl69yq+//kq3bt1wSaGMgYEBGzZsYP78+WkO2ISNnUvcuavkXzIeA2cHneKVJClnVa5cmUWLFhEbG4uxsXGWtKno65NvwRj0LMx4NmsNmqho4ga0559//qFWrVo6tyeEINRrCgn3g3DYOhMDp/xZEufHwN3dnQULFvDLL7+wY8cOZsyYweDBg3n58iXjx4/H1dWV58+fc/78edavX4+VlVWmr+ng4MCKFSuoWbNmhmf62djY0KtXL2bPno1Go2Hs2LEp7trTqFEjzMzM2L59O02aNHnjnMouLwVW/Ez09kM8GTGDx+2G4HR4BfpW6Ztx8uWX0KABDB0KPj6wdy+sWQOp7PwpSZIkSTpRFGUCcF4IsRMYCixRFGUw2uSJ3cTrH2gzIjNrHjL6+BhzHri6uop/Oz3pMX78+JwO673x8vISiqKIkydP6lw3MSZWBLYdLG7b1hXhPkuT5U9ITEwUtWvXFjY2NuLJkyeZijNq435x27aueDJmTqba0YVcg6abrO6vVatWvfH41OS259euXbsEIA4ePJiu8rr0j0ajEWHjF4jbtnXFUrd2AhCnT5/WOcZnizeJ27Z1RcTsNTrXfR+y8zlz4MCBpN+BLVu2THo9V6vVwtXVVZiYmAhzc3PRtGnTDy4f0MOHD4VKpRLFixcXL1++fGe5r776Stjb24vExMR39uXLC9fE7QINxOOuozJ0n7t2CZE/vzYXwtSp2vwIn5rc9tqVEbKPZB/oQvZV7gK8EDnwOT2tR2Z3W8g1PD09adSoUdLPhoaG9OiRe6bET5gwgc2bN9OvXz8uXLig07c/eiZG2K+byuVvhsI0X9SPQrCbMRzl38znS5cu5eTJk/j6+mJrm/FlOHHXbvNk6K8Y16qAzZg+GW5H+vhUrlwZgIsXL+ZwJFJmNWjQAJVKxcGDB994zc0KiqJgM7YPelYWnB45AiNFjzLm1jq1EXv+GmHj5mHatC5W/VKamPdpq1+/PmZmZtja2uLr65v0u0BfX59169ZRsWJFoqKimD9//geXD6hgwYIcOHCAwoULpzqrxcPDgy1btnDu3Ll3ljGuXBqbMX0IHzePqBXbyePZWqdYvvwSrlyBPn1g+HDtkoaVK6FIEZ2akSRJkqT3Sg4epFPnzm8vIcldLCwsmDBhAp6envzxxx9Ja1DTSzFQ8fR7DwpWq8jTqctRh4RTYNVknsW8YMSIEbi4uPDtt99mOL6ERyEEf+uNnqU5+ZeMTxqYkCTp42JhYUHNmjXx8/PLkvXyKck78BuuLZ5KmTsvCHXvh/h1CBbtU39NEwlqotbsImLKMlQOduSb442il6mcwx8lIyMjdu/ejZOTE3nzvpnnoUCBAhw7doyIiAiKfKCfgl1dXdMs07x5c/T19VNcuvC6PH3a8/LoBcLHzsW4ejmdk/Pa2cHmzbB6NQwYAOXLw8yZ4OkJH9i4iyRJkiQB6UiYKEmvfPPNNzg6OuLj45OxBhQF6x++w27GcF4ePkuI5xgm/zyJyMhIZs+eneFvqRIePiao1QA0z55TYPUvqPLbZCw+SZI+CI0bN+bixYuEh4dnS/vx8fFcunOT+l2/xqh8cUL7TSKk3yQSo6KTlRUaDc+3HeRh7c6EDZ+BYbHC2K+bmu517p8iFxcXPv885Q/KxYoVo0aNGu85oqyVN29eXFxc2L59e6rlFD098s31Rs/KgpCe49BEx+h8LUWBb7/VzkKoVg169IBWrSAkJKPRS5IkSVL2kYMHUroZGhoydOhQjhw5wqlTpzLcjmWXFthOG8bt/f7MnTWLbzt3plwGM0Yl3A/SDhxEPsd+y28YV0p7G0dJkj5sbm5uCCE4dOhQtrT/119/ERsbS+1GDXHYNpO8Q7sSvfkAj1y+4+WJSwAItZrnW/x45PIdob3Go2dmTIF1U3HYOQfD4oWzJS7pw+Hh4UFAQAAPH6a+o4K+bV7yLxxLwp1/iJi8JMPXK1QIDh6E336DAwegbFnYti3DzUmSJElStpCDB5JOevbsibW1NVOmTMlUO3m6tmJRSTM0Gg39E20RiYk6txF/5yFBHgPQRMfgsGUmxhWTZ86WJOnjU716dSwtLfHz88uW9les0G4dW6tWLRSVCuuRPXDcPQ/09QlqPYjQ/pN4WKszoX0mIDQa8i0ci9Oh5Zg1rvXBreOXskerVq0AOHHiRJplTepWxtKzNZFLtxB77mqGr6mnB15ecPGidjChTRvo1g0iIzPcpCRJkiRlKTl4IOnE3NycAQMGsGPHDq5fv57hdq5fv87vZ47So8EX5D1wjkduPYlatwdNbNobXwshiFq/j0eNeqCJjcNh6yyMKpTIcCySJH1YVCoVrq6uHDx4MMvb3rJlCwsWLGDw4ME4OTklHTeuVpaCh5dj+W1Lnm/Yj76VBQVWTqLg0ZVYfNU4V+Y3yM0KFixIlSpVOH78eLrK24zujcrBjlAvH0RcfKauXbo0nDoFY8Zot3IsXx78/TPVpCRJkiRlCfluSNJZ//79MTU1ZerUqRluw9vbG3NzcyZsXkO+uaMQCQk8GeTDg4pfETZmDpG+23mx9yix566S8CAIzUvtoEJi5HNCe4/nyYDJGFUoQcH/LcOoXLGsujVJkj4Qbm5u3Lt3jzt37mRZm3fv3sXT05MaNWqkmLtFz9wUu2nDKHJ3P44HFmPmXl8OGuRirVu35vr16zx+/DjNsnrmpthO+4GEmw94+tuqTF/b0BAmTIATJ8DICFxdYcgQiI3NdNOSJEmSlGHyXZGkM1tbW3r27MnatWs5d+4c2q1I0+/kyZPs2LGD4cOHY2tri0WHphQ8tgr7rTMxqVGeyCVbCPthOsFdRxHo/j0Pq3bgXiE37n3WlIeV2xO90x/rH3visHUmKsf82XSXkiTlpMaNGwNk2eyDuLg42rdvj56eHhs2bMDQ0PCdZfUszOTyBAkPDw8Adu7cma7yZm41MW/3BU9nrSHu2u0siaFGDbh0Cfr21eZDqFEDbtzIkqYlSZIkSWdyPzspQ4YMGcLSpUupXr06Dg4OuLm50bp166Q3W6lZsGABNjY2eHl5JR1TFAXTelUwrVcFoVaTGPaMxNAI1KERJIaGkxgaQWJoBJqoaCy7eWBctUx23p4kSTmsePHiODk54efnR+/evXWuHxQUxL59+5J+PnjwIBcuXGDHjh04OztnZajSJ6p06dI4Ojqyffv2dD8HbScOIObwWZ4MnorjvgUo+vqZjsPMDObNgy+/1O7MUKUKLFwIuXwHaUmSJCkHyMEDKUMKFSpEQEAA+/fv5+DBg+zZs4dVq1YRFhaGjU3qWyWeOXOGevXqYWZmluJ5RaVCVcAWVQFbjLIjeEmSPniKotC4cWO2b99OYmIi+jp8CIuLi6Nhw4bceOsr2hEjRtCyZcusDlX6RCmKQt26ddm6dStRUVFYWlqmWUffxgrbSYMI7T2eqBXbydPjqyyLp1kz+PNP6NgRunSBQ4dg0iSwt8+yS0iSJElSqtJctqAoynJFUUIVRbn62jFfRVFiFEWxeO3YTEVRhKIottkVrPRhcXJyokePHqxfv55ly5YB2jXFqXn27Bm3bt2iWrVq7yNESZI+Yo0bN+bp06dcvHhRp3o+Pj7cuHGDTZs28fDhQx4+fEhQUFCKeQ4kKTV16tQhISHhjVksaTFv3QgTl2qET1qMOjgsS+NxdNQOGowaBb6+4OysHUg4fz5LLyNJkiRJKUpPzgNfoGkKx28DrQAURdEDGgKBWRaZ9FEpUqQIAPfu3Uu13Pl/3+FUr14922OSJOnj5ubmhoGBAatWpT8B3Y0bN5g8eTIdO3akbdu2FCxYkIIFC2Ivv56VMqB06dLky5eP7du3p7uOoijYTRkCCWrCRs/J8phUKvj5Z7h5E77/HrZvh2rVoE4d2LQJ1Oosv6QkSZIkAekYPBBCHAUiUji1Hujw799dgBOA/JWVS6V38ODs2bMAVK1aNdtjkiTp42ZnZ0fnzp1ZtmwZT548SXZ+y5YtnDp1KilpqxCCPn36YGpqyowZM953uNInSF9fn5YtW7Jnzx7i4tLeSvgVg8+csBrchRc7DhHzvzPZEtvnn8OsWfDokTaZYnAwtG8Pn30GU6ZAUFC2XFaSJCnbhISEsHjxYjQaTU6HIr2Dkp5M+YqiFAZ2CyHK/vuzL7AbGAY0A6YCa4CVQFUhRLJ5eoqi9AJ6AahUqip+fn5ZcgPSh6NVq1Y0aNCAIUOGpHg+OjqaKVOmcP/+fVavXv2eo8s+0dHRmJub53QYH42s7q+IiAhMTU0BiImJSXbe2to6y66VE3L78+vBgwd89913dO7cGU9Pz6TjAQEB9O3bFyEEZcuWpVevXgQGBjJlyhSGDBlCixYtcjDqnJXbnzNZKTo6mitXruDt7c2UKVN0mzWXoKbAsHko6kSCZ/RHGL17h4+skJgIp07ZsHWrE5cu5QWgZMko6tYNo169MAoVSv76mJ3k8zBtso9kH+giN/TVhg0bWLhwIWPHjsXV1TWnw8lRrq6uMUKIlBPE5aDMDh58BjwHvgcqAnd5x+DB68zMzMSLFy8yE7f0AapevTp58+bljz/+SPG8v78/nTt3xsXFhTVr1rzn6LKPv78/Li4uOR3GRyOr+2v16tVUrlwZgIsXLyb9/dXPXbp0ybJr5QT5/II2bdrg7+/PgwcPsLCwQK1WU716dYKDg2nXrh2bNm3i8ePHGBoaUrVqVY4dO4aeXu7diVg+Z7KOv78/NWvWxNbWli5durBgwQKd6r88cYkgj4FYDeqMzWjddw3JqL//hm3btEsazp3THqtQATp1gq+/hkKFsj8G+TxMm+wj2Qe6yA195eXlxaxZs/j888+5fv06BgYGOR1SjlEU5YMcPMjsu6sNwETATwgh55fkckWKFEl12UJYWBiBgYEyWaIkSToZMWIET58+ZcmSJQDMmTOHS5cuMXv2bFq3bs3t27fx8fGhbNmyLFmyJFcPHEhZz9jYmGbNmrFjxw7UOiYUMKlTCYsOTXk273fiA1Jf1peVSpUCb284e1a7rGHWLDAxgREjtEkW69WDBQsgLGvzOUqSJGVKYGAgBgYG3L59OykZu/RhydQ7LCHEA2AUMD9rwpE+ZkWKFOH+/fskJiameD4gIABADh5IkqSTGjVq4OrqyvTp07l9+zZjQ1HliwAAIABJREFUxozhyy+/5KuvtNvgmZqaMmLECC5cuEDp0qVzOFrpU9SlSxceP37M3Llzda5r81Nf9CzMeDJsGiIH1vE6OsLAgXDqFNy+rU22GB4Offtqt3ls3hz27YN0TESVJEnKVoGBgdSrV486deowfvx45Ez1D096tmr8HTgFlFAU5ZGiKN1fPy+EWCSEuJNdAUofjyJFipCQkEDQO7I0BQQEoK+vT6VKld5zZJIkfexGjhxJUFAQ9erVQwjB3LlzURQlp8OScokWLVrg7u7O6NGjefjwoU519W3zYjP2e2LPXOb57+nf8jE7FC2q3ebx2jX4808YOlT7p7s7lC0LK1aADnkhJUmSslRQUBCOjo5MmTKF4OBgZs2ale66o0eP5siRI9kYnQTp222hoxDCXghhIIRwEkIsE0J0E0JsTqFs4bTyHUifrrR2XLhx4wblypXDxMTkfYYlSdInoHHjxlSqVIng4GAmTJiAs7NzTock5SKKojBv3jw0Gg39+/cnPfmiXmfRyR3jGuUJHz+fxLCn2RRl+imKNgeCjw/cuwerVmm3gPT0hIIFwctLO6ggSZL0vmg0GoKCgnBwcKBOnTq0bNmSKVOmEB4enmbdJ0+eMGnSJEaNGvUeIs3d5MJQKcukNngghCAgIEAuWZAkKUMURWHBggUMGjSIQYMG5XQ4Ui5UuHBhxo8fz65du9i+fbtOdRU9PeymDUPz/AXhP31YKz0NDaFLF+1ggZ8fNGigzYdQqZJ2gGHpUoiPz+kodXPixAnatm2Lv79/TociSVI6hYWFkZCQgKOjIwCTJ08mOjoab2/vNAdsz58/D2j/79+6dSvbY83NVDkdgPTpKFSoEIqipDh4cPv2baKjo3Xb5kqSJOk1NWrUoEaNGjkdhpSLeXl5sXbtWgYMGECjRo2wtLRMd13DkkWw6teRZ7PWYNqsHubN62djpLpTFHBz0z4iImD9eliyBHr2hPHjtckWu3fXJl78UF25coVRo0axa9cuAAwNDT/57PSS9Kl4tez51eBBmTJlGDJkCNOmTaNQoUKpzio4e/YsiqKgKAorV67k559/Tjr36NEjnZPdppexsTEFChTIlrY/VHLwQMoyRkZGODk5pTh4cO7fvaLkzANJkiTpY2VgYMCiRYuoVasWkydPxsfHR6f61j98x8ujFwjtPwnDkoUxLPoe9kzMAGtrbULF77+HAwe0SRYHDND+OXQo9OkDFhbZH8fu3bsZNmwY8a9NfWjevDnTpk3DyMgo6VhCQgLDhw9n1qxZWFpaMnnyZE6fPs3x48ezP0hJkrJEYGAgAA4ODknHpkyZQkhICKNHjyZPnjz0798/xbrnzp2jVKlSODs7s3LlSsaPH4++vj779u3Dy8sLa2vrbIk5JCSEQ4cOUbhw4Wxp/0MkBw+kLPWu7RrPnTuHkZERZcqUyYGoJEmSJClr1KhRAzc3N/744w+dBw8UI0PyL5/Io0bdCe42Gqd9C9EzN82mSDNPUaBJE+3j6FHt4MHw4dpcCV5e2gEFK6vsuXZERASenp5YWVlRt25dAJ4/f87cuXM5d+4cW7ZswdHRkdDQUNq1a8fRo0fp168fEyZMwNramrlz57Jz504ePnxIoUIf5iCNJEn/eTV48GrmAYCenh7Lly/n+fPnDBgwAEtLS7799ts36gkhOHv2LM2bN6dZs2Z06NCBw4cP4+bmxv79+/H29qZr167ZEnPjxo2Jjo7OlrY/VDLngZSl3jV4cPbsWYoVK4ZKJcerJEmSpI9b1apVuXr1KrGxsTrXNXDKT/7FP5Fw8wFPBk/ROfliTqlfXzsL4fRpqFMHxo6FIkXgl18gO3ZTGzFiBBEREWzcuJFVq1axatUqtm3bxubNm7l69SpVq1Zl6dKlVKlShXPnzrF27Vrmzp2b9A3jqwEHOftAkj4OQUFBKIqSbBmASqXi999/p1GjRnh6eiblN3jl4cOHPHnyhGrVqtGyZUusrKzw9fVFo9Fw+PBhGjZs+D5v45MnBw+kLFWkSBECAwOJe22vJ7VazaVLlyhZsmQORiZJkiRJWaNy5cqo1WquXr2aofqmDapi/WMPorcfInJxss2rPmg1asDOnXDpEtStC97e2i0g58yBrPoC7tixYyxdupTBgwdTsWLFN8599dVXnDlzBnNzc3r27Im+vj4nTpygU6dOb5QrV64cFhYWHDt2LGuCkiQpWwUGBpIvXz4MDAySnTM2NmbLli2oVCrWrl37xrnXl0YbGxvTsWNHtm7dysmTJ7GysqJgwYJvlL958yYGBgbvHFjs2rUrbm5uST/fvXuXFi1a0LBhw2SzHnIjOXggZakiRYoghODBgwdJxy5fvszLly8pUaJEDkYmSZIkSVmjSpUqAFy4cCHDbVgN/AbTpnUJHz+fuCsfX3bwihVh1y44cQJKloSBAyF/fujUCfbsAbVayVC78fHx9O7dG2dnZ3766acUy5QpU4Zz587x22+/cf78eSpVqpSsjL6+PrVr107xA4JQqxGJiRmKT5Kk7BEYGPjGkoW35cmTh8aNG7N9+/Y3ZmydPXsWQ0NDypcvD0C3bt14+fIlc+bMSXHWwcSJE2nQoEGK17h8+TLPnj1741j//v1ZvHgxhw4dYtWqVRm5tU+KHDyQslRK2zXu3r0bRVGoXLlyToUlSZIkSVmmcOHC5M2bN1ODB4qeHvlmjkDfOg8hfcajeRmXdqUPUO3acPgwHD+u3fJx/3748kto374Wo0fDo0e6tffrr7/y999/M3/+fMzMzN5ZzsrKCi8vL2xtbZOdEwlqon7fS2VMuXr1KreH/8qTob8S1G4ID6p9zd2Cbtwt1Jh/6ncluPtYIqYu58UfJ1CHRuh6+5IkZZGgoKBUBw8APDw8uH//PpcvX046du7cOSpUqJCURLVatWqUKlWK06dPJxs8OHPmDAUKFMDJySnF9idOnIi3t3fSzw8ePCAmJoZBgwbRoEEDtmzZktHb+2TIBehSlkpp8GD79u3Url072zKdSpIkSdL79GpA/OLFi5lqR9/GinxzvHncfijh4+dj5zM4iyJ8vxRFmwehTh2YPVs7gDBlShSTJ9vi4wOtW0P//tq8CcpbExLi4uI4duwYfn5+HDx4kEuXLtGuXTvc3d0zFMvLM5cJ+2E68X/fpUy89hvEI77raGRbEFXBAhhXKomqlStCrSbh5gPiLt/gxS5/+PebTFXBApjUrkienm0xqiBnTErS+xIYGIi1tTWrV69OOtalS5c3yrRo0QJFUdi+fTsVKlQgMTGR8+fPv5EQUVH+z959x9d0/gEc/5x7s7dIJEbsoHaCKDGS1PqZEYpSalVtaqs9IvamRs2U2kVtSoyKVBGrSlFKIoQMiex7z++Pk1yJJGRafd6v13nJPec55zznuTdxz/c8z/eR6NKlC7NmzdL1Ekvh7e3NunXrGD58eLrz+/n5Ua5cOezs7HTrgoODuXTpEn/++Sfm5ubUrVsXDw8PChQokFeX/cERwQMhTxUpUgQDAwNd8OD+/ftcunSJOXPmvOOaCYIgCELeqVGjBgsXLiQhIQEDA4McH8fE3QXLbz4ncuV2TD77FNPGdfKwlm+fgQG0bg0WFtcoUcKN77+HH36AHTugcmUliNClC5iZKWOPPT09uXHjBvr6+tStW5epU6cyaNCgbJ9X8zScZ9NWErV5P3pFC2G/wRvP+k7oWVtzu1czevn4ZLqv9kUs8VduEX/pBnEX/iR6/ymith7CuL4zlv2/wOSz2kivRj0EQci21IGBFF27diU+Pp6nT59SoEABXU/ljIKzhQoVwtXVld27dzNp0iRu3rxJdHR0uqnge/Toga+vL/fu3dPN9LZ//35q1qxJwYIFM6zbzJkz2bJlS5phC9bW1lSpUkXXI6J69er8/fffuLi45KwBPgJZGrYgSVIzSZJuSpJ0W5KkMcnr/CRJ+ldK9ddUkqTdkiT9t+arENJQqVSULFlSFzzYs2cPAG3atHmX1RIEQRCEPOXs7ExCQgLXr1/P9bGsx3+DQcXShA7xISk0PA9q934oVQpmz1aGLqxZA3p60LcvFCsGrVrto0aNWoSGhrJ9+3bCw8Px8/PTzeeeFY94RIOk+tz4fhH3a3UiatshrAZ+gcMZX0ybN8DU3JwaNWq8ccYFlakxxnWqYdW/E/ZrplLi8k4KTu5Pwu0HhHwxkuA2g0j891FeNIkg/Oc5OzvrlhSPHim/X1l5ou/p6UlgYCD37t3TJUt89Wa+SJEieHl54efnhzYuHm1sPJfO/4Hf8eM0bdyEo0eOMmLYcP65eQttbDyRT54SEvyIjp934KuuXQkMDGT65CmULupATPQLIp88JSHqBX9eu45DIXu0scox5bgE5MSkPGyd998bgweSJKmBZcD/gIrAF5IkVUzeHAG4JpezAgrnUz2FD0jq6Rp3795NpUqVcHR0fMe1EgRBEIS8kxdJE1OojAwp9P1ENJHRPB0x54OZvjGrTEygZ0+4eBFOn5YpXnwq+/a1Ijq6LKVL/0FsbHuSkjLPb5ARTWQU4//szhnVGbwNZmLSsCYOJ9dTcFJ/VGYmunL16tXj999/z9a0mmoLM6wGfEGJP7ZiO38k8Vf/5kHD7jz/6cBH994IwtsWExNDeHjaIGlQUBCQteBBygPJPXv28Pvvv2Nubp5hUnYPDw9+PXAQOSYOOTGRscOGc3TvPg7s3EUjdzdmTZvGn9ev4+u7ETMjIy6c+Y0DO3exdvkKqlWuwthhw1FptfhMmUrzNq2o5+5Gr25fUcjaGjkxETkxEe2LGOIu/pkHrZJzkiSpJUm6JEnSvteUaSdJkixJUs3cni8rPQ9cgNuyLN+VZTkB2AKkPEbeAnRK/tkL2JXbCgkfvpTgwbNnzzh16hSenp7vukqCIAiCkKfKlCmDpaVlngQPAAwrlsF6bG9eHDhN9PbDeXLM940kwV9/reHq1Um0b/8l06ef4enTEnTrBoUKQatWsGED3L+vS0GQhiYyiqith3jUZTS/N2zKplLHkFWwq0c4rB+EQbmS6fapV68eCQkJOXqfJAN9LLq2xuHkegyrliN0sA+Pe4xH81x0shWEnJo9ezY9evRIsy47wYOyZctSuXJldu/ezfnz56lRowYqVfpbWldXVy5fvES0JhG1hVmaZcOmTTRs2oQWXm35qs/XabaVqVKJX/1O6F43bdOK3/z9+f2P8wwYNjRNWUlPD1n7zgOKQ4AbmW2UJMk8uUxAXpwsKzkPigIPUr1+CNRO/vlXYHVy74ROQB9gQkYHkSSpT/J29PT08PPzy2GVhfedVqvl2bNnTJkyBY1Gg4ODA35+fkRHR3+U7/vHel35Ja/by9TUlAcPHqT7OeX1h/7eiM/X64n2SU+0Sd55U1uWKlUKPz+/vGvvT+wpVKEEISPnEaiKR2OTte774eHhPH78GEdHR9RqdablNBoNt27dws7OLt+TGGfUdnFxcYwZM4ZKlSrRv39PJCmAOnXgxg0LTp605dQpW/btMwLA0jKB8uWjqFYmhCZGZyj38DwmV24jaTQk2ViyYGksWn0VoCURDX2D+jL076GZ1mfjxo0kJiYCyo2Kvr4+hQoVyvoFDWmLeVl75E1HCHf7iqffdcvy+5MZ8bsq2iA7Poa2MjU15ebNm9y+fZurV6/qvqedOnUKgKJFi6b5TpfZ9To5ObFp0yZUKhXt27fPuFxiEpX1zTlz7hzNW7bIl+uRkfn771vEvKP3RZKkYkALwBsYlkmxacAsYGRenDO3CRM1wBmUwIGxLMv3MksoI8vyKmAVgKmpqezm5pbLUwvvq9DQUFatWsWBAwcoWrQoffr0QZIk/Pz8+Bjf9/f1ul5NSvNqxtp3Ja/by9fXV9dd7eLFi2m6rl28eBEvL688O9e78L5+vt4Xon3SE22Sd97Ulp999hlLly7F1dUVfX39PDlnYunyPHDrQZmtJym8bV6WEvW1adOGvXv3YmFhgbu7Ox4eHmlujJ88ecKvv/7KiRMniIqKokqVKly4cOGNdQ4MDMTe3h57e/tsX0dGbTdz5kyePXvGzz//TP369XXrPTxgwAClt8GlSxAQAFfOJlDh1I80ubMHAymRYK0dZ+3ao27iTtlvCvBLhTIkSspY4yRVEkeKHmFF0RXYk76u5cuXJzg4mFKlSjF58mQ2btxIwYIFOX36dIbdnTPl4UFM66aEdB+Hw9QNFP5pNoaVyma7bVKI31XRBtnxMbSVr68v0dFKz52nT59iaWmJl5cX+/fvx9DQEEmScHBwAF7/Hc7c3BxfX1+0Wi3t2rXLsF1izwZSv3BJlq/4nkuXA3XrNRoNkZGRWFhYoKf38lY4Li6OhIQEQMnhZmpqiiRJREVF6YYraTQaLCwsdEHaJ8+e4ehYDpf8eV/0JEn6I9XrVcn306ktBEYB5hkdQJIkZ8BBluX9kiS9teBBEOCQ6nWx5HWVk19vAX4GJudFhYQPX8p0jXfu3GHAgAEiQ/E79LqMtYIgCELuODs7Ex8fz40bN6hatWqeHFO/VFEKTunP05HzeL5+N5Y92r62vFar5fTp07i5uVGuXDmOHTumS1acWpkyZejcuTP29vZMmTKFBQsWMGrUqEyP++jRI2rVqoWBgQFDhw5l5MiRWFlZ5fi6wsLCmDlzJi1btkwTOEhNksDJScbx/q88u7gETWw4hh1b8JdjS/bfq8ivxyWuLgLK9YfSWjB8ua9G1jBNmsYylqU7br169fjxxx8pV64ckiTRv39/tm3bRqNGjThz5gwlSpTQlZVliIuDyEhlef4cNBpQqUCtBv0CNbFaswzNkFEEtRyA/XpvTBrmehixIPxnPH36FFCCkw0bNgSU3kBFixbN8j2Ds7MzxYoV4+HDh5nOfBB75iIdv+iEuXE8Go1Gt379+vU8f/6cFi1aUKZMGd36pKQkXTBhw4YN1KhRg8qVK+t6aUVGRrJkyRLGjx+v26dP6WpUKF4y6xefPUmyLGf6x0WSpJbAE1mWL0iS5JbBdhUwH+iel5XKSvDgPOAoSVIplKBBJ6Az0DR5+2nAB/gpLysmfLhSggeAyHcgCIIgfLRSJ03Mq+ABgMVXbXix/xTPJi3D0OkTjKpXyLTs33//TXh4OF9++SW9evUC4OHDh7qnewBmZmYUK1ZM9/ry5ctMnjyZzz//PM3/2alt2rSJpKQkmjdvzowZM/j+++8ZP34833777Ru/4IeEhPDbb79Rv3593RM6Hx8fnj9/zowZMzLcRxP+nBeHfyPqpwPEnQ3EsFp57H+ciZHTJxQDGiWXu/joEZ/ariNRLyHN/glSAstj1rGl1gRMnttjYgL29lCyJMTFtSQhYR01a3andu1JQHFq1erN4cMN+eSTRpQpc4aYGDsiI+OIiDiLcp/h8ZorLIu9agXrrEYS334UK4pPI6yiK8WKgYMDun+LFoWCBZWggyAIkJCQQFRUFABXrlzRBQ+Cg4N10yFmhSRJdO3alZ07d+p6KqSmjYvnxb6T2C4bzzdVXiZtDwgI4J9//iE0NJS2bdtSr169dPvKsszZs2cZMmRImp5J8+fPp3///vTv31+37slfka8dKpbPXIHWkiQ1B4wAC0mSfpRl+cvk7eYoD/v9kv9m2wN7JUlqLcvyHxkeMQveGDyQZTlJkqSBwGFADayVZfl6yn8cstKPY25OKyB8fKytrbGwsECSJN0fBUEQBEH42Dg6OmJmZsbFixfTJQDLDUmSKLRsPEH/60tIl9EUO7IKvaJ2GZb19/cHoE6dOrp1qQMFGVmyZAmffPIJ/fv358CBA+mCAbIss379eurUqcOePXsIDAxkzJgxDB8+HJVKxdChL3MLaF/EEn/lFgnXbyOZGCHZFMBr9CD8Ay+yefNmZsyYgbOzM0uWLKFr165UrliRpCdhJP37iMT7wSTdCybWP5DYM5dAo0FdpBA2M7/FonsbpAy+lP9QeBoS2gyvS22gofDyadRav4yYGAgOhuPHISjIE1l+wfnzRly4ABYWYGlZjRIlDvDPP425d88dM7NiREScRqOJQ5JUTJ78N2XKlMbCAvT1QatVeiAkJEBYGISGFsLv4RL+d3g4/f8dx7THU5j7uCFJr8zaJklQoADY2kL58lCvHtSvD6lmqROE/4zIyEhAGXZw7do1XY+AoKAgXTA2q6ZNm8bkyZMzDGY+/W4hiQ9CMCid9m+ht7c369atY/jw4Rke09vbm/Xr1+Po6JguKLFp0yZ27NiRrTrmJ1mWxwJjAZJ7HoxIFThAluVIwCbltSRJfsllchw4gCzmPJBl+QBw4JV1bpmUNctNhYQPX0rQoGTJknk2BlQQBEEQ3jcqlQonJ6c8m3EhNb1C1hTeNIug5v141GU0RfctTzMFYYpz585haWlJhQqZ9054VbFixfD29mbIkCFs376dDh06pNl+4cIFrl+/zsqVKwGoXr06Bw4cwLNZc0aNHEnlh8+pGq9H/NW/SfjrH0jVJXhLXAj+0bf50qgwv938B09PTyz1DJA1SXx9+gF3C7unm0pBv2xxrAZ0wrRlQwyrV3htzwZ//EkgIcNtGr0E9BueZd0rzy0SEuDZMyPMzMDMTLmhV9Tl6NHddOrUiYIFVXTs+A21a9eme/fuhITMZeLE5W9oSQs0zxfwqNNIplycxPIt43lRtxEPH8LDhxAUBE+fKsuTJxAYCHv3KnsaGUH58tVp1UoJKHz6KVjmLv+iILz3UoIHDRo0YP/+/Tx8+BBZlgkKCqJ169bZOpZarc7wqX/Uz8eI8t2HfrkSJNy4i1HNSgDs37+fmjVrUrBgwUyPOW7cOL777jsGDhzI+vXrdb0Mbty4gbGxcaY9td4nkiRNBf6QZXlvfhw/twkTBSFDe/fmy+f1g/W+Ji8UBEEQcqdGjRqsXLkyzXjZvGJQoRR2a6fxqNNIHveehP2PPkivnMPf35/atWtnOFXZ6wwYMICNGzcyZMgQGjdunGaKtPXr12NkZES7pv8jes8JYo4HEHPidyYHRXJRq6b7ghnsc3SnUJVPKNDMFUPnihhWLcejBw+Z+1kD6lepzqDmnZhnac2PJ46w8OxRejpWpXzjFqitLVHbFECveGH0SxZBz6EwKmPD19Q0rUtcytZ1AhgYQOHCGW9r3LgxT58+TROwOHHiBGvXrmXixIlvTBaptjCjyLZ5POo8itD+0yi0OIlaHZtRq1bG5R8/ht9+gzNn4MABFT4+L2Mvjo5Qo8bLxdlZBBSEj0tK8KBRo0bs37+f27dvExkZSWxsbLaGLWQm4c6/hH47G6NalTFpUpfYUxd0wYPAwED8/Pw4e/YsV69e5a+//mLr1q26nCdxcXEYGRkhSRKWlpaYmLwM1vr6+tKlS5dc1y+/yLLsB/gl/zwxkzJueXEuETwQhLckdfJCEUwQBEH4ODg7OxMbG8vly5ez3e02K0zcamE7exihw+cQ+u1sbBeO1nXnj4qK4tq1aznKL6RWq1m9ejUuLi707t2b7du2QUwcUddusWntepoWKEaEy5eg1aKyNMO4YS3KjujOT3IMn33djUnlDdj9ymwQo4cNJiY+ntXbt/Do0SMKubkxbOzXmc4f9r54tafDyJEj+eGHH1i0aBE+Pj5v3F9lZkLhn+YQ0m0sTwbNQE5MwuLLlhmWtbMDLy9lad36IjVrunHunDLDxIULcPYsbNnysryjI1SrBkWKQKFCyv6vLkZGubp8QXhrUoIHVatWxdramtu3bxMUFARAkSJFdNOp5oQ2Np7HvSYhGRpgt3oySaHhhE39ngLDugFKr4Jx48YB0L17d3r37s2NGzc4deoUXbt2Zfjw4Vy/fh2tVkvZsmWZMmUKoAzj2rFjh26I2H+dCB4IwjsiZkIQBEH48Lm7u2NmZkaLFi3YsWNHhgm4csuiW2uSHj8jfPZatNEx2K2YiGRowPnz59FqtWnyHWSF5nk0sSfOU/ToWcbYVWT6rl1MsSxHN+MiHIx/SkTsCz6vWI4Cn3th4lEbQ6cKuh4P9YHZ4SF8++239OvXj65du+Li4sKvv/7KTz/9xOTJkylfvjyPHj3K83Z4WxwdHWnfvj3Lly9nzJgxWGbh8b/K1Bj7H2cR0n0cod/OQk5IxLLn62fKAGUYRaNGypIiNFQJJKQsly/DkSPKzA8ZqVgR6tYFV1flX0fH1EMzBOH9ERERgSRJWFtbU716da5fv64LHhQtWpR79+7l+NjPJiwh4fpt7DfPRq+oHWp7G5IePyPp8TP07NIOVVi/fn26/ZctSz9TCyjBxVu3buW4Xh8bETwQBEEQBEHIoWLFinHu3Dk8PT1xd3dn8eLF9O3bN8+nKbYe2QOVuQnPJizl0ZdjsF/vzblz5wCoXbv2a/fVxsUTf+FPYn+7ROyZi8SdvwZJGlRW5vRv0przZ7T43L1BwwE92ffrLxQNLkKngL2ZZhEfMmQIV69eZdWqVaxcuRJzc3P09PQoV64cY8aMydPrflfGjBnD9u3bWbFiBaNHj87SPipjQwpvnEFI70k8HT0fOSERq74d3rzjK2xtoVkzZUktNlbJnfDkiTL84fFjJbfC77/Djh3www9KORubl8EEV1dlCITonSC8DyIjIylQoAD6+vpUrVqV48ePc/XqVSB3wYNY/8s837AHywGdMG2sBFMltRrjOtWJ/e0S5l6N3nAEIatE8EAQBEEQBCEXKlWqxPnz5+nSpQv9+/dn27ZturnB9fT0GDVqVJ4MabDq2xGVhRmh384muN1QzkRep0L58mnyFQDICYnEXbxB7G8XiT1zifg/riHHJYBKhWEVR6z6d8KkcV2MalZE0tNjc9i3ODk50f2nlQQHBzNq1KjXTj8mSRJr1qxhzpw5nDhxgmPHjnH+/HkWLVqEoWHW8xe8z5ydnWnSpAkLFixgyJAhGGXx7lsyNMB+zVQe953KswlLkAz1sezx5h4IWWFsDCVKKMtALmfPAAAgAElEQVSrtFr46y8ln8LZs8q/KemnDAyUAELq3gl2GU/eIQj5KjIyUpewsFq1agDs2rULgMKZJSZ5A1mj4enYhegVLYT1qF5pthk3rEn4vA1E7zyai1pnLvGfIMw7NM2XY7+vRPBAEARBEAQhl6ysrNi7dy/e3t7s2LGDp0+fAvDgwQOuXr3KlStX8iShokXnFqgszHgy2Idz9wLwMC3E475T0S9ZhIS//yXx7/sk3HkACYkgSRhUKotFd0+MXZ0wqlMNtaV5umNaW1uzdetW6tevj0ajoXv37lmqi7W1Ne3ataNdu3a5vq730ZgxY/Dw8GDu3LmMHz8+y/tJBvrYrZxESEIiT0cvQGVmgvnn+XuDoVIpwxcqVoSvv1bWhYa+DCScPQtLl8K8ecq2MmWUKSPd3cHDA94wu6cg5InIyEgKFSoEKEFXlUrF2bNnsba2xtjYOEfHfO77CwnXb2P3w1RUJmmDfKYtG6JfogiyNuPpXXNLUqkwqOKYL8d+X4nggSD8B4mEjYIgCHlPrVYzceJEJk58mex6165dtGvXjo0bN9KzZ890+yQlJfHHH39w7NgxAgICqFChAo0aNaJ+/fppsn2nZtayIY9K2xJeqRKfutQmxu93tOFR6Jcogn65Epg0+hTDGpUwrlsddQGLLNX9008/Zf369Vy/fp1y5crlrAE+Mm5ubnh6ejJhwgSCgoJYtGgRBgYGWdpX0tfD7ocpPPpiFE8G+aAyN8W0Wd7nw3gdW1to00ZZAOLj4eJFJZjw22/wyy+QMvTb0VEJInh4gJubkpxREPJaZGQkFStWBMDExAQHBwfu37+f45kWNGGRhM1YjZGrE6at3dJtlyQJw6ri71leEsEDQfiPEgkbBUEQ8l/btm2pXbs2EydO5IsvvtA9XZNlmbFjx7JixQpdBvJy5cpx+PBh5s6di4GBAa6urjRq1IjGjRvj7OycZihBQPLf7iYLJlOyUiVI0iAZZu3GNjPv81Rk74IkSezYsYPvvvuO2bNnc+XKFXbs2JF592onJwgM1L1UAbpbov/VR1PGEfXtd5d4zdAQ6tRRlhEjlKEOV6/C8ePKsnkzrFyplK1eHdq3h44doWzZd1Zl4SMiyzKRkZHY2Njo1pUpU4b79+9TpEiRHB0zbOYatJHR2MwYkud5ZoSMZW9SYEEQBEEQBCHLJEli5syZBAUFsXTpUkD5Ej1q1ChmzZpF48aN2bp1K0+ePOHmzZuEh4dz6NAhBg8eTFhYGOPGjcPFxQUbGxsmT56MNrn7rb+/P2ZmZlSqVAlJrc514EDImFqtZtasWWzZsoXAwEBq1qxJcHBwxoXr1FESDGRAllREP4zi6YQlaOPi87HGWadSKdNAfvut0gshLAzOnYMZM8DUFMaPV3ok1KgBs2dDLhLhCwKRkZEkJiamCR44Oipd/nPS8yD+2m2eb9iDRQ9PDCuWybN6Cq8nggeCIAiCIAj5yM3NjWbNmuHj40NERAQ+Pj7MnTtXl1yxQ4cO2NraAmBqakrTpk2ZM2cOgYGBPH78mJ9++gl3d3emTJlCq1atiIiIwN/fHxcXl9cmNhTyTseOHTl9+jShoaG6+d/TmTBBuSPPiJEhib36ErliGw8b9Sb+yvs39ZueHtSuDWPHwpkz8O+/So4EPT0YPRpKlYJPP4UFC5RZHgQhO0JCQgDS9TwAst3zQNZoCB05F5WVOdaje715ByHPZCl4IElSM0mSbkqSdFuSpDHJ6/wkSfpXStVHRJKk3ZIkRedXZQVBEARBED5EM2fOJCIigiZNmjBu3Di+/PJLlixZ8sautoUKFaJTp07s3LmTZcuWceTIEVxcXLhy5Qp16tR5S7UXQBnu17dvX9asWcPNmzfTFyhcGHr0SN/7wMAAqUcPbJZNovDWuWgjonjYtA/mu04iJyW9ncrngIMDDBsGAQFw9y7MnAkJCco6Bwcl4eLSpZB8TygIr5VR8MDOzo6ZM2fSrVu3bB0rctV24v+4jo334CzndRHyxhuDB5IkqYFlwP+AisAXkiRVTN4cAbgml7MCcjbHhiAIgiAIwkesWrVqdO7cmfPnz9OmTRvWrl2LKrOn1BmQJIn+/ftz4sQJnj9/jkaj4dNPP83HGgsZGT9+PMbGxowbNy7jAhn1PlCrlfWAiUdtHE5twLRFQ6x+OkZQ60Ek3s3aY3xZlvnqq69o37494eHhubmMbCtVSul9cPEi3LwJ06ZBRAQMGgRFiyqJFleuhORJRgQhnYyCB5IkMXr0aN3whaxIuPOAsBmrMWnqilm7xnleT+H1svK/lgtwW5blu7IsJwBbgOS8rWwBOiX/7AXsyvsqCsLHrdwv/gR06K9bBEEQhI/TggULWLBgAVu2bEFfXz9Hx6hXrx5//PEHCxcupGnT/9b84u+DQoUKMWLECHbu3ElAQED6Aq/2PjAwUF7b2+uKqK0tsVs9mWeD25N48x4P3HsSuWYXcuLreyFs27aNjRs3snPnTmrVqsW1a9fy8tKyrFw5JR/C1atw/bryc3Aw9O2rXKabG8yZA3/+CbL8TqoovIcyCh5kl6zVEjp0FpKBAbZzR4gkie+AJL/ht1qSpPZAM1mWeye/7grUBioDo4HVgBNwEOgDXJNl2SyD4/RJ3o6enl6No0eP5uFlCB+C6OhozMzSfTQ+eFm5rrCwMN2UWzExMQC615rgJxhYWwGQEBaBaenieVKvV89pbW2dpW35La8/B69eS+qpzd72teWHj/X3Jq+I9klPtEneEW2Zcx9z28XExNClSxdKlizJ/Pnz093AGDx7Ru3OnVEnJKAxNCRg82YSMvi/KDo6Gss4DdbLf8bo6h0S7ax53tGDmLpVQK1KV7Zbt27Y2toycOBApkyZwosXLxg9ejRubm75eblZIstw544pfn6F8PcvyN27yntfpEgsHh5PaNz4McWLx6Tb72P+nOS1D72tVq1axfbt29m7d6/udya730/NDp6jwNr9hPVvywt357dX+XfA3d09RpZl03ddj1fldqpGDXAGpfeBsSzL9zKLAMmyvApYBWBqaiq/D3/ohLfLz8/vvfgPLq9l5bp8fX0pX7488HJqxJTX0Wv34tBZ6czz4NA5am/L3rivrJ7Ty8srS9vyW15/Dl69lpSfU16/zWvLDx/r701eEe2TnmiTvCPaMuc+9rabOnUqgwcPJj4+nmbNmqUv0KsXrFyJulcv6mby/5Cfnx/1W7oht2tNzNGzhM34Af3FO7A/cgHrMb0xbV5fd5PVr18/IiMjOXbsGM7OzrRv35727dszZcoUKlasSIcOHfLzcrPE3R1691Z+fvAADh6EHTv02by5BD/+WIIaNaBrV+jUCezslHIf++ckL33obbV+/XosLCwoXvzlQ7LsfD9NCnrMv1/NwMjdhZqTvxW9Dt6RrAxbCAIcUr0ulrwuxRZgMbAtD+slCEIGfH190yyCIAiCILx933zzDaVKlWLkyJEkJiamLzBhAtSrp8t18DqSJGHaxJVix9dgt3oKJGl43H0cQU36EHM8gLNnz7JixQqGDh2Ks7PytLVw4cKcOHGCWrVqMXjw4LeeA+FNHBzAzGwz585Zc/78QxYsUNYPHarkSPjf/2DTJkhIEBO//VeEhIRgZWWV4/3D529ETkzMcLhC6uG/Yghw/srKb+x5wFGSpFKSJBmg9DLYm2r7acAH+Ckf6icIwiucnZ11Xx4EQRAEQXj7DAwMWLBgAdeuXWNByp1xaoULw8mTaXIdvImkUmHm6YHxz/MIH92Fm0H/crpdf3o2bUlRcyuGlXIixu88iQ9CkLVaDAwMWLVqFU+fPmXs2LF5eHW5J8sys2fPJioqip9/XsnQofDHH0qOhNGj4cYN+PJL6NTpU6ZPh2fP3nWNhfwWEhKCpaVljvZNvBfM8837sejaGv3iGefnd+jcRteTV8g/bwweyLKcBAwEDgM3gG2yLF9PtV2WZXmuLMsiv6ogCIIgCILwn9CmTRs8PT2ZPHky//zzT54cc/369TiULEmtkf1odOMIzSIucjM6nInGJYmbspJHnw/jX+fP+adkEx64dcd+8U6+qePBypUrObH2R5JCnqKJiEIbE4es0eRJnXLC39+fy5cvY2FhwerVq0lISACgYkXw9lamfjx6FMqVi2LCBKWnwtdfw969EC0mff8o5SZ4ED53HZKemgLfds3jWgnZlaWcB7IsHwAOvLLOLZOyH24mD0F4z4ihCYIgCILw/lq8eDEVK1akf//+HDhwQNedOi4ujnv37uHo6IharX7jcRITExk2bBhLly7ls88+o1evXrpjOTg4ULduXTSPn5F45wGJdx6QcPtf5d/rt/nmn1h2qwz5ps837LGqjoH08tmgfqliGNVzwrieM8auTujZFcyfhnjFsmXLsLCwYM2aNXz++efs2rWLTp066barVNCoEejpXcXGxo3582HLFvjhB2WCivr1oW1b6NABbG3fSpWFfKTRaAgNDc3R9LIJf98navsRLL/5HD37nM/UIOSN3CZMFAQhn6UeopCSbFEQBEEQhHfPwcGB6dOnM3ToULZv346Xlxe+vr5MmjSJBw8eYG1tjYeHB40aNcLT0xO7lEyBqTx69IiOHTty+vRphg8fzsyZM9HTS/8VXc/eBj17G4xdndLWISGRpet/xOubnmxuUJLhTdogJyQix8YRf+UWL3YfJ8r3FwD0HUtgXM8JY1dnDKs4orKxQmVumqfJ5x4/fsz27dvp168fXl5elClThmXLlqUJHqRWuTKsXQsrVsCZM0qixf37YeBAJUdCkybQpQu0bAkWFnlWTeEtCg0NRavV5ijnQficdUhGhlgN6pIPNROySwQPBEH4aJX7xZ+AX/x1r2tvW/4OayMIgiB8jAYOHIivry+DBg1i8uTJ3LhxAxcXF8aOHcv58+c5evQoO3bsYNiwYQwbNowRI0ZgaWnJixcvmDx5MvPmzUOj0bBp0yY6d+6c7fNLBvq07dOD9kcPMH3HZv6U4vD29qZChQoAyElJxF+7TeyZi8SduUTUtsM8X7f75QH09VAXtMKwiiNGn1bDuE41DKuVRzLQz1F7rFmzhsTERPr3749KpaJfv36MGDGCK1euULVq1Uz3MzAADw9lmTMHrl5Vkipu3qwEDwwMlECClxe0bg0F304nCiEPhISEAGR72EL8n3eI3n0cq8Fd0LMtkB9VE7JJBA8EQUiXmfZjusnWTYO5ec87rokgCILwMVKr1axatYratWtToEABdu7cSdu2bZEkiX79+iHLMteuXWPGjBlMnz6d5cuX07lzZ3x9fYmMjKR9+/Z4e3tTrly5XNVjw4YNVKlShblz57J792569OjBjBkzKFSoEEbVK2BUvQIM7IycmET85Zsk3nmA5lmEsjx+RtzFG8QcVQLukqkxps3rY9a2ESZutZD0s3bLkJSUxIoVK2jUqJFuyr0ePXowfvx4li1bxsqVK7N8PVWqwMyZMGMG+PvDrl2wcyfs2wdqNbi5KYGEtm2V/JTC+yunwYPwWWtQmZlgNeCL/KiWkAMieCAIAiBusgVBEAQhp5ydnXnw4AE2NjbphhxIkkSVKlX46aefGDlyJN999x1Lly7FycmJlStXUqtWrTypg4mJCRMnTqRfv374+PiwbNkyHj58yKFDh9LWR18Po5qVMKpZKd0xkkLDiQu4Qswxf17sP0X09iOoClhg8lltXa8EfccSmQ5z2LdvHw8ePGDRokW6ddbW1nzxxRf8+OOPzJo1K9td11UqcHVVlrlz4dIlJYiwcycMGKAMb6hTRwkkeHlBqVLZOrzwFqQED7Lz3pvde8yLA6cpMKYX6gJivMr7QgQPBOEjIZIrCoIgCMK7Y5+FaRmdnZ05dOgQERERBAYG5lngIDVbW1vmz59P0aJFGTFiBCdOnMDd3T1L++rZFsCsZUPMWjZEnj2cGL/fif75V2JPXiB6x1EAVDZWmDVvgJlXI24ay5w9d063/7p163BwcKBVq1ZpjjtgwADWrVvHsGHDqFmzJgDm5uZZarPUJAmcnZXF2xv+/FPpkbBrF4wYoSxOTtCunRJI+OSTbB1eyCcpwQOLrCatkGVK7Psdta01Vt90yMeaCdklggeC8BERyRUFQRAE4f2Xk8Rx2TVgwAAWLVrE6NGjCQgIyLS3gFarZdeuXbi5uWFj8zKbvWSgj2kTV0ybuCLLMol3HxJ37gqxp/7g6k97WLB0NvsS0s/UPmfOHPT09NBGvSDpSRgqEyOcyn9Cw4YNWbduHevWrdOV7V7XgzqxeqiszFFbmqOySl7MTZFUb5xRnooVlWX8eGX6x5RAwvjxylKhgpJo0cNDmcHBTMwJ906EhIRgYWGBoaFhlsqrAq5hefcRBWZ+i8rMJMfn/fdfmDYNkpJyfIjX0tODKVOgSJH8Of77SAQPBEEQBEEQBOEjY2RkxJQpU+jZsyc7d+6kffv26crIsszw4cNZuHAhVatWxc/PjwIF0iemkyQJgzIOJNpbM/XsAVaFBmCg1mNIlbq0fyphEJ8IajVGlR0pcPgm/6xuiTYsMs0xVgKR1i6611Oj77LlrB99ekRTSGWQ9oQqFWp7G/RLFkG/hLLoJf+sV6IIahurdMGQ0qVf9j4ICoLdu5VAwuLFynAHPT1wcYHataFmTWUpW1YZFiHkr5CQkKz3MtFq0Vu9m7iC5lh0bfXm8q+xfbvyvrdrl6vDZGrJErh8WQQPBEH4CKVJitiqzruriCAIgiAIb0W3bt2YO3cu48aNw9PTM10+hqlTp7Jw4ULatGnDwYMHadGiBUeOHMEsg0f08fHxeHl5cezYMfr27cv48eMpXLgwcnwCcX9cJ+bkH8SdDUQyNsSoenn0ShRBz64gcmw82qgXaKNeUMjYCP2SRdEvWYR58S+oVNeFdY3KsGjwSLSRUWgiopR/w6NICnpC0v1gYk78jiYkbQ8HydRYF1jQK1kU8/ZNMKziqNtetKiSD2HAAIiJgbNn4fhxOHlSmRIyNlYpZ2MDzZpB8+bKTA5iBof8kZ3ggerYeVR3gvj3Sw8q5XDGjxTHj8N33yn5MvLDtm35c9z3mQgeCMJ/SEpSxFtRT95xTQRBEARByG9qtRofHx/atGnD2rVr6dOnj27bwoULmTx5Mt27d2fNmjXs2bOH9u3b07ZtW/bt25emi3lSUhJdunThyJEjrFmzhp49e+q2SYYGGLs6YezqlK26lQdatWrF2p3bGDFtMuWS99doNKxevRrXVq2pUqUKANrYeJIePCLxXjCJ94JJuh9M4v1gEu4+JObXACKXb8G0jQfWo3ti4FgizXlMTKBRI2VRrkXJlXD+vBJMOHgQfvxR6YFQu7YSSGjeHKpXF70S8kpISAjVqlV7YzkpSYP+mj1oHR14Wr1Mrs757BncuaP0Nknt1q1bVKpUiRMnTlCvXj3d+rCwMLp160ZkZCTVq1dn8eLFSJJE165defDgAdHR0XTp0oVvv/02V/X60InggSB8wD7kJImv1r1r16452k8QBEEQhMy1atUKV1dXJkyYwIULFwB48eIFmzZtwsvLi9WrV6NSqWjbti1r166le/futG7dmoEDB+Lm5oapqSlff/01O3fuZMGCBWkCB7nVtWtXjh49yvjx49m2bRvh4eF07tyZQ4cOUaZMGa5evYqxsTEqY0MMypXEoFzJdMfQREYRuXwrESu38eIXP8w7NKXAyB7oF894/kY9PahaVVl69QKNBi5cgAMHlGXCBGUpVAjq1VOeWterpyRi1M/dg/D/rJCQEJo2bfrGcnb+N5Aeh5E44ktQxeXqnH5+ULdu+vds2rRpNGzYMF352bNn07FjR7p27UrPnj05fPgwzZo1Y82aNRgYGJCUlMQnn3xC7969MTc3z1XdPmRZCh5IktQMWASogR9kWZ4pSZIfUBooIcuynFxuN9BIlmWRjkQQ3pKUJIkfYoLEnNY9p/ulGboB1N62PFv7C4IgCMKHRpIkFi5cSJcuXdi7d69ufYcOHdi4cWOaoQxfffUVL168YMSIERw5cgQ9PT3KlCnDzZs3mTRpEkOHDs3TullbWzN8+HCmTp3K+vXrmT59Ov/++y+DBg1iyZIleHt7M3369NceQ21pjvXY3lh+3Y7wxZt4vvZnonYexeLLVhQY1g09e5vX769Wnk67uMDkyfD4MRw+DEeOwG+/KXkTACwslKENzZsrQx0KZxybEF4RGxtLZGRkhsMWyv3iT8Av/soLjZZil+6ireaItuYnypycuXD8uJIoM7WAgADs7e1Rq9Xpyp88eZLRo0cDSsDt5MmTNGvWDAMDJR9HXFwcxYsXx8Qk5wkcPwZv7IwjSZIaWAb8D6gIfCFJUsXkzRGAa3I5K0D8GgmC8F5z6NxGN3xDEARBEP4Latasyc2bN3n06JFu2bp1a4bZ7/v3709YWBjHjx9n1KhR2NraMmXKFCZNmpQvdRs+fDg2Njb06NGDmJgYTp48yeLFi+natSuzZ8/m+vXrWTqO2qYANlMHUvz8Fiy6tOC5717+rdWR8PkbkbXaLNfHzg66dVOGMvzzj5J8cetW6NBByZ3Qs6eSIK9GDaWHgr+/0ntByNjjx4+BzKcyTfleZhQchkFULIk9WilzcubCkSNK0OfVGUq9vb0ZM2ZMhvuEhYXpZkGxsrIiLCxMt+3zzz+ndOnS1KtXL8PAw39JVkbyuAC3ZVm+K8tyArAFSPnmvQXolPyzF7Ar76soCIIgCIIgCMLbYmRkhLu7O97e3pw+fZqJEydmOtVjbllYWLBs2TLatWvHhQsXqFNHSeo8b948zM3N6du3L9pMbv4vXLhA7969uXXrlm6dXmFbbOeMoLj/ZkyauBLms5qQzqPRvDL7Q1YVKaIEDlavhocPITAQZsxQcinMmKF0jbezgy5dYPNmZay98FJwcDCQefAAQI5PwOR+KBGORZGrl8vxua7csWDwqUE0bQrx8ZA6NrZ//35q1qxJwUyyYhYoUIDISOUzEhkZibW1tW7b9u3buXfvHvv37+fPP//Mcf3ygyRJakmSLkmStC+DbYaSJG2VJOm2JEkBkiSVzO35shI8KAo8SPX6YfI6gF+BBsm9EzoBW3NbIUEQ3i8BHfqnWQRBEARBEPJShw4d2LFjB4VTjQWwtbVl7ty5nDlzhrVr16Ypf+vWLTp06EDNmjVZs2YNixYtSndM/ZJFsPthCjZzhhNz+gIPG/UmLvCvXNVTkqBaNRg7Fk6fhtBQ2LIFWrSAo0eVAIKtrRJQmD4dLl6EbHR6+Cil5Ax4XcLEJL8LqBKTeNCsRo7O8SzOgv7zqvK/EXW4Ge7A/PnK0BJ//5dlAgMD8fPzo1mzZhw9epQRI0Zw//593faGDRty4MABAA4cOEDDhg2RZZmEhARACagZGxtjbGycozrmoyHAjUy29QLCZVkuCywAZuX2ZFJyuoLMC0hSe6CZLMu9k193BWoDlYERQE/gN6CvLMv1JUmKzijngSRJfYA+AHp6ejWOHj2a27oLH5jo6OgMp/750GXlusLCwnRjpGJiYgB0rzXBTzCwVrpJJYRFYFq6eIb7peyb2XFSb8uorGFEtO48Udqk125LLfW2V+uXEynt9WqbpI7wvs7r2vLVNni1bYE8vZa34WP9vckron3SE22Sd0Rb5pxouzcTbfTmNpBlmaFDh3Lr1i1KlSqlW3fr1i0MDAzo0KEDN2/e5M6dO2zduhVVJtMjGNx+SMF5W1BHRBP1v0+JatsArXnejl3XauHWLXMCAqw5d64gN2+aI8sS1tbxuLiE8emnYdSoEYaZWc7GOHyIn5d79+7Rq1cvvLy8GDBgQLrvtZrgJxiamFB87CpiixTkzvDPs/XdUJbh2DE7liwqTVyCHp973saz4UVsKxXm4EF7oqNLM39++nvd3r1706NHD168eEFoaChdunTh2bNn9OrVi+fPn1OlShUWLFiARqOhefPmACQmJtKuXTsGDRqkO07PnlC16k1q1w5Ld47ccnd3j5Fl2fR1ZSRJKgZsALyBYbIst3xl+2FgsizL/pIk6QEhgK38pgDAa2QlYWIQ4JDqdbHkdZWTX28BfgYmv+4gsiyvAlYBmJqaym5ubtmsqvCh8/Pz42N837NyXb6+vpQvXx54meQv5XX02r26MfgPDp2j9rZuGe6Xsm9mx0m9LaOyRQ+d053n1xeRr92WkpAQIHrKskzrlxMp7fVqm3h5eWVp/9e15att8GrbAnl6LW/Dx/p7k1dE+6Qn2iTviLbMOdF2bybaKGtt8PPPPzNq1Ciio6N165o3b86oUaOws7PD19eXbt26YW5uTq1atTI+iBtovFrxbOJSpG2HsfILxGpgZyy/+RyVad49SfbwgL59lZ+fPIFDh+DAAUMOHy7MoUOF0dNTEjPWqfNyKVIka8f+ED8vnp6emJmZ8f3332NjY5Pue2302r3YW9mQFB1LkpkhL168yPJ3w/v3YeBA2LcPqhS8y9KZwZQt9oIHm09Te8BySpYET09ltoVXY0oZzdxVpEgRDh48mG79qVOnMq2DoSFUrVqVfHpb9CRJ+iPV61XJ99OpLQRGAZlN/6AbQSDLcpIkSZFAQeBpjiuVhTLnAUdJkkqhBA06AZ2BlPk2TgM+wE85rYQgCIIgCIIgCMKrSpcuzY4dOzLd3qJFC9RqNbt37848eACorS0ptHQclgO+IGzGasJ8VvPcdy92qyZjVKtypvvlVKFCSuLFbt0gKQnOnVOmgjx5EpYuhXnzlHLFi6cNJlSvDskJ/j9oZ8+eZc+ePUyfPh0bm4xnvFC/iCMpwB9VlbIkWaYP4mQ0rff9+0quiXXrlGk3FywAl9/mUbJY6zRlS5YEU1P480+onPdv79uQJMtyzcw2SpLUEngiy/IFSZLc3lal3hg8SI5SDAQOo0zVuFaW5espSVOSuz3MzddaCsJbklEksmvXru+gJkJ+uyPno+sAACAASURBVNWqDrdSvd/ifX73xO+fIAiCkF3W1tY0bNiQn3/+GW9v7zeWN/ykNIV9fYj1v8yTQd4EtR6I9bg+WPXvhJTJsIfc0tODevWUBZRkfoGByph8f39lFoetyZnjDA2VmRzq1IFatcDJCcqWzZdq5RtZlhk9ejT29vbppvcM1QtlRLERzDs1jCKX7oKJMfodGsPxM+mOk7on7NGjf9GnjxI0UKmgd28l94SDAwSczbgXvoeHErCxs8vb60sRH58/x80iV6C1JEnNASPAQpKkH2VZ/jJVmZQRBA+Thy1YArlK6ZmVngfIsnwAOPDKOrdMyn5Yg3EE4RWp/1CldIvPioyiox+jV5Mm1t62/B3VJPdS3uvsvM9C/srp758gCILw3+Xp6cngwYO5efNmmm7xr2NcpxrFfl1D6NBZhE35nrjfLmG7aCx6hbKWgyk3DA2hdm1lSbm3DgpSAgnnzin/Ll368ubU1BRKlnSiYUMlmFC9uvI03cgo36uaJQsWLGD16tW4uLjQqFEjNBoNZ86cYfny5Ziaph22v8JmBRdNLrI6dDQTVY4YjuyGyi7zNo+IULN6tQ2bN1dAkqBPHxgzRgkavEnbttCrlzLtZn5Qq6FEifw59pvIsjwWGAuQ3PNgxCuBA4C9wFeAP9AeOJ6bfAeQxeCBIAhZk/pmNKOnqB8LXd6AzXvecU3yh3gCLgiCIAgfjjZt2jB48GD27NnDqFGjsryf2tIcu7XTeL72Z55OXMq/Lp2wGvgFVn07ojLL24SKb1K0KLRvrywACQlKl/tLl5ReCn5+Mr6+sDz5mY1aDZ98ogQSnJygQgVwdFS66+vrv716L1u2jGHDhlG9enX27dvHhg0bAChbtiy9e/dOUzbCOILdlj8jSzI7OgTT5Vh9qmUSOEhIUIIGa9bYEBOjwtX1Dr6+ZbN0s576QdcKxw/7QVd2SZI0FfhDluW9wBrAV5Kk20AYSvqBXBHBA0HIJ+IJava8bz03xPsnCIIgCB+G4sWL4+zszO7du7MVPACQJAnLXl4Yu9UkbPoqwmet5fm63ViP7oV55+ZIeu/mdsnAQAkMVK+uvPbzC6RBAzf++UcJJqQEFU6cSPtkXa2G0qWVKSWdnZXAgpNT/nTd//HHHxk4cCCtW7dmx44dqNVqLl++zIkTJ2jYsCH6r0Qx9lbYiVaTCHqgNVCzpvMVFselPaYsw6FDFsyc2Zpnz8xwd3/OkCFPeP7cn1OnXs69+KbviR/7g67UZFn2A/ySf56Yan0c8HlenksEDwRBeC+Im3VBEARBEHLK09OTSZMm8ejRIwoXLpzt/Q3KFMd+3XTifr/KsynfEzp8DhErtlFwYl9MmrqSku8tu7RabaZTSGaXSgVlyihLu3Yv14eGwq1bcPs2/P033LgBFy9C6jyThQunDSY4OSm9FHJ4WezZs4fu3bvj7u7O1q1bdYECJycnnJyc0pV/xCNOOZ4h0VDpNZ+oSmSf+1+MPx5GoXil98G9ewWYP78UgYEmFC8expw5/+DiokzLffGiGG76PsifrCCCIAi5UO4XfwI69NctgiAIgiAIr+Pp6Yksy/zyyy+6dS9evCAhISFbxzFyqUKRfcuw3+ANskxI17EEtx5E3Plr2a7TwYMHMTIyok+fPgQFBWV7/6yytQVXV/jqK5g+HXbuhDt3IDxc6Zkwfz40aqRMb+jjowQeSpcGa2to1kzJr3D/ftbPFxwcTMeOHalZsyZ79uzBKAvJFybc/QYZbZp1WpXMwvKbiY5VszCwHZMmNefffw2YMiWIqVMP6AIHwvtD9DwQhPfMx5wrITv+S93NBEEQBEHIncqVK1O6dGnWrVtHUFAQx44dIyAgACMjIxo0aEDjxo1p0KAB5ubmun3s7e2xsLBIdyxJkjBt3gCTJnV5vmk/4bPWEtS8H8ZutbAe2QMjlypZqtOcOXMwNjZm/fr1+Pr6MnjwYEaPHo21df4nZQSwsgI3N2VJERsLV68qwx4uXQI/Pxg0SFmqVIHWraFVK2Wmh8w6TGzbto34+Hg2bNiQpj0z8yD0Oj8W2a/rdZAiUV/L5mJHOdhyMaF/l8Dd42+mT9diYaHl4sVc5fUT8okIHgjCe0h0y0orTe+DVnXy5RxvCtqk3l7uF/802/5LiXgEQRAE4X0kSRJeXl7MnTuX33//nVq1ajF69GieP3/O0aNHGTZsWLp9SpcuzV9//ZVubL7umHp6WH7VBvP2TXi+fjcRy34iqEV/jBvWpMCIHhh/WjXT+ty4cYMTJ07g4+NDp06dmDhxInPmzGHVqlWMHj2awYMHY2LydpMyAkRFPaFWLVtcXF6OV/j7b/jlF2WZORO8vZUcCS1aKD0W3N3B3v7lMbZu3Ur16tWzNLOFrNUyPvBLtA0yDgYkamUSxsxg9QZHDLoXxsLCOcNywvtBBA+E/zzxpP/9l9ILAeBW1JN8O8/rgjavbhM9IwRBEATh/TJhwgQaN26Mi4sLVlZWabY9ePCAgIAA3TCG27dvM2nSJLZs2fLG5HsqU2OsBnyBRXdPnm/YQ8TSzQS3GoBxgxpKEKFOtXT7LF++HAMDA3r16oWtrS0bN25k5MiRjBs3jrFjx7J48WImTpxI79690cvDpIwJCQncvXsXR0dH1Gq1bv3Fixf57rvvOHz4MC4uLvj4+ODh4QEoszQMG6Ys4eFw8KASSNi1C9auVfb/5BOoUQNMTO5x7tw5OnTw4ddflaCCvb0yBCJ1/oTEe8FEbTtE1LZDnF/3d7peBzpGCRRpdYLK+/S5RfZzVQhvlwgeCAKZ3zSW+8WfgFRPmcUTZiEjr+ZlEJ8TQRAEQXj7LCwsaNKkSYbbHBwccHBw0L3WarVs376dWbNm0aVLlywlNVSZGmPVv1NyEGE3EUt+Irj1QIzrOytBhLrK1AhRUVFs2LCBDh06YGtrq9u/SpUq7N27lzNnzjBmzBj69evH6dOn8fX1zXVSRa1Wy9atWxk/fjx3797FysoKDw8P3Bs04Mxvv7F1+3asra0ZNmwY27dv57PPPqNJkybMnDkzTYLDAgWgc2dl0WiUGR2OH4dff4XTp+Hhw20AbNvWkW3bXp7fTBVDHbNr1DG8RE3VJSpqrqNF4qKqBhXr7ebG888wN4+nVasXNGsWSbVqscROX/byYQziYcyHQAQPBOENxBNm4U1S94wQnxNBEARBeP+pVCrGjBnDl19+yf79+2nVqlWmZR8+fIihoaEuEKAyMcKqXycsvvLk+ca9RCzZRHCbQRi5OmE9sgcbz58iKiqKPq29iL9yC8nIAMnYCJWJEZKxEa5163L69Gl8fHwYN24clpaWLFu2LMszOjx58oTff/8dAFmWiQh6xLwFC7h86y8qFXZgRoNWXL53m9O/HGTXrl0Yo2KAVWn6lnKiwK14Brl1YePDP1l45ldcatViVp9B9PuqB3qFCqJXzA5JX7lFVKuV3gY1asDIkcq5a9TYiiS5sGm1HeEnA0j6/RJGfwZi+egvVFoNGtQEmVXgqM3XXHNoSoy5HUXM4GBzCAnZQa1a6WdiED4cInggCMJbkTI8xNTUVAwVEQRBEAThnevYsSPjx4/Hx8eHli1bZnjzfvnyZdzc3LCysuLSpUtphkOoTIyw6tsBi6/a6IIIQW0GsTjiEpXUphTuN4+HmQQEJGNDvjD9f3t3Hh9Vfe9//HVmJgkJgewJS1BBlCr0qogiSCRUWkXFaqsVRali9XqpxS5utd5WqhXrLi63tVZRQG0fD+29YlEqlSCLuIBW0FJ+bjWJMgQC2Zc5M+f3x2SGmWQyk2WS2d7Px4MHme+Zc+Z7vnPmnO/5nO+SSfURx/HY//wPQ/5fFUv+81qs1nasllY8LW0d/7diNbeS/9m/2fvCFrZUf8YPXn2O/S1NQdsbYxvC/dlHc057EWn7bSyYVI797JFUD0sjd+gwhje34953EHdNLbaPK7msxsU5Q77O9a5/8bP/eZA3n3yWJdnjycjIIP1rY8mYOJ70Y8dhLy7Anp+DvSCXXdveZ/v27fz3hFNwzDmLIrcbHHaGnHAMQy68hMzpxzPkpEkcnZ3FrBD7vGKFBkFMdAoeiEi/hJtKsXPz/cmTJ1NZWUlTU1M3a4iIiIgMDofDwfXXX8+1117Lxo0bOe2004KW7969m29961tkZmZSVVXFwoULeeGFF7oEGWyZGeT+54UMX3Aua3/zALt/s5mHF15LydnfxjYkHU9bO1ZzQDCgpQ1PcwtWYwu3fFrJwbo6Hli3moObtnGMY6h/u4fbMzlueCHpWZmkWx4ee/MN7qj+gMMzhvLwxNnkjRmFY2QRaaOK+Y9pJzN0/OE4xozElnVo6sQRdO+Idhev1tRy269/zdLHH+PT0Tk8fd7lZH6xj6bXttDw3Jqg9z/d/AUAc0cdRe6CMjJPPYEhUyZiG5rZx2+g7zSVd2z0KHhgGMaZwEOAHXjCsqy7DMOoAMYBh1uWZXW873+B2ZZlZQ9QfkUkznTu1qFuHiIiIpIorrjiCpYsWcJdd90VFDz44osvmD17NpZl8frrr7NmzRp+9rOfsWzZMq677rqQ26qpP8gj720kLy+PhQ//tsezKTzjvh8umc9Tf/5Tl2XZ7mzKjyunrq6RjRv/wbnnnsszzzxDTk5O33Y4gJGeRvroEu78/aOcPOebXHrppdz4z02sWbMGy7LwHKjHvf+gt8XC/oOsXXwlM0ZO56TXn+n3Z0eD6pyDL2LwwDAMO/Ao8E2gCnjHMIyXOhYfBE4FNhmGkQsaIlNEvHbPncZudU9ICaG6oUQauVpERCQeZGVlcd1113Hrrbfy61//muxs7zPQ3//+99TX17N+/Xq+9rWvMWHCBCoqKrjhhhuYNm0aJ598Mo2NjbzxxhusW7eOdevWsWPHDgB++ctf9moaRrvdzsrnn2PpPXfjdrsB7wCI//jHP/zb/uSTT7jtttv47//+734PrhjKeeedx69+9StuvPFGKioqKC8v93ZXyM+Bow7nww8/5KPPPuHhn/446p8tiaMnLQ9OBj62LOtTAMMwngd8o4M9D8wDNgHfAV4EJg5APkUkAflmsYDQ0x9K93zN8ZrOPIW3HlsU9zM46LsWEZFEtWjRIh566CF+9atf+dNycnJ4+eWX/TMRGIbB8uXLOeGEE/jud7/LuHHjePPNN3G5XGRkZFBWVsb8+fOZPXt20DWxpwzD4LDDDgtKO/LII/nOd74DwLp165g9e3Y/9jKya6+9lmXLlnHTTTexdevWoO4Zzz//PDabjQsuuGBA8yDxzejocdD9GwzjAuBMy7J+0PH6MmAqMAm4CfgDcALwCnA1sDNUtwXDMK7uWI7D4Tjxtddei+JuSCJobGz0R3PjSW1trT863NzcHBQpdn+5l/R878A47bUHGTrusC7r+/Yr3HYCXzc3NwP4X3f+jLbc7D5tJ9J7Mw42+j+nwWP2aFmo/AFBr7tb1nk7vvy0t7djmmbYvHf+TN/fofLem+10l7/+lGXn/AUeJ02ffkFnoY6hUJo+/YL0/FxasbDV1vV4vVgIPPbBW0b5+fmDsp14Pa/EksokelSWfaeyi0xlFF9l4HK5aG9v979OT08nLS2ty/s++ugjbrzxRkaPHs2UKVOYPHkykyZNIiMjY0DzN1hl9de//pV7772XJUuW+LtxbN++nZtvvpkpU6Zw5513UltbG7ROT6/5na/z/akDd1cXC1VXjec6VHdmzZrVbFnW0MjvHFz9HTDRjbfVwTwg07Ksz7ubYsSyrMeBxwGGDh1qlZeX9/OjJdH4mkDFmxUrVjBhwgTAe3L0/Q3Q+ORLh/pTvboV2Bq07tQ/P+bfr3DbCXzteyrre935M3bPndan7UR67+hXt/o/5+9NdT1aFroMCHrd3bLO2/Hlp7Kykrq6urB57/yZgVMhds57b7bTXf76U5ad81f56lam/nkBAG89tqjLNI6+ZZH41v2QNoYHbDMeBR774C0j35OS/mynccmjQctDtb6I1/NKLKlMokdl2Xcqu8hURolZBuXl5SxaNPiD9Q1WWc2YMYOXX36ZZ599lltuuYVt27bxy1/+kqOPPprVq1dTUFDAihUr/K0renPN73Kd70cduLu6WKi6ajzXoRJNT4IH1cCYgNelHWmTOl4/D/wFuC2qOROJUxqcRWTwxNPvrfPIzvHelURERKS3HA4HS5cu5fzzz+fmm2/mySefpKSkhL/97W8UFBSEXKfz2Eca9yh59SR48A5wlGEYY/EGDeYBlwBndCzfCCwFnhuQHIqIJKlY34xqoMPei6dghoiIyED49re/zbRp07jvvvsYNWoU69atY9SoUWHXCWyJEChUXUMSV8TggWVZpmEY1wJr8U7V+KRlWR/6uid0TNN474DmUqJGkUGR2OocMIj1zagGOhQREZFAhmGwbNkyrr/+eh577DHGjh3br+11F1iQxNOjMQ8sy1oDrOmUVt7Ne+Nj1BPpVir8gBUkkVgJnKLy6BDLBzpYEK3WBJ2DHBD7ZvqxbqkhIiLdU90ruUyZMoWKiopYZ0PiTH8HTBSJW6kQJJH45Dv2Gle/GbVt9ubGOVqtCToP9hgP/ANeNuxl94oVDB06lBUrVvS5kqquGyIi0RNY91IwITUdvfpN3gqs/8ydFrvMSNQpeCBRF4snlrHqT/XW9xbRdOYpvPXYIp0cZcDFuotDT3WuOAzU73/y5MlUVlbS1NTU7+349DXYEum8p0q0iCSbntS99CAnNSVKfUV6T8GDFBeqwuvTnwr/YDyx7HzR6u4C1SUCSvRuZsZc8m3qaYvKtkTiwYowXS56IxUrDpHOe6pEi0iy0bg5IqlFwYMEMZBPrQIr+YlW4e9pZTywUu9r7iwSTwLHSoD+37wHCjx/RDp3DESXi8EW6WlYpDLobv3O38mKCN9XUHC2U8uk7r6TeBxrQiRW1GJHRCS+KHiQQPTUKnpUlhKPAp/gRPPmPfB4D3dDm8i6a4kE3v3uzW++83vDBVTCLQsXjA2Xn2i13NKN1+CI9UCegzVux0AcTz0JlkXjeh3r7yiZ9LWb6EC2ApWBEfi72Z1E9QXpHwUPREQSTOdWCr2txPtuTnc37O3VeoEViXis9PX0JiPe5pwO132sL9sJHIdFgdLBEetWe4PVdHwgjqfBGpg11t9RMunrcRDuu+5rgEeBoYEVWF9QFxUBBQ+Skk6kIskvFjeFgZXvvt6Ad17v6BiNyBxvN9XRurGJxjgssbiGqJVE9AzGgKWRniKvCJgJBYK/z3DdfToHRsMJd5x2Oc/0aIu9+4xIQb++lnu430KkViaJXv/rPJuOz9ERWiwEnj/jrQx0bpNko+BBFPT0xBDNvqyRPjOeI+y9vTB2914R8YpVV4S+3oB3Xq+vLSFSQZexMKLU7DfcufZour+G9KZi3ttzfbwFdAZbNG8yolEHiHQ9jtRiICsriwkTJoT8PnvSFSjUep0DD+ECmtE6nsLdmHYug2jVvcLlPdLT357koTddXbrUXaN4jQmasaqT7q4TPSnbeKsDx9O5TcEM6S8FD6KkLwP3Revi0rjk0S5PAHx6E8Xvjf5GdsPNAxy4LKgPeOf9VP8rEb94vgFP1nEWBku4SnR/ujx0e66NMN5GTwMLkbpNhLsJWhGlgEl/m0J3d2MzULodn4QwT7378ZuKVD69uekZjN95pOO0p/ntz0xT8XZjGk63+xnw24SudbHuHkhBdK8xfW0p1ZvzXk/PAb1pyQLRCbb09fwUKT/hzp+dz8vR6jYnqUPBgx7obYuBno7U3avPjHAh7snAXNC7qGekE0pPL6C+AEZgE8ZQ+etJ3hLpoi0ih8RzcCOR9TQg3aWZeS9u7npTuQx3k9Hbri6BT6e7O/f3pFLfXbCl8wBgodYLvLEJNTNRqDz1tLx6MgBZt8246dtvKlTeotllJtR2+nPsDZRwLQYizaLSU2Fv4Ih8c+oTLigTqvtIoM7fSbhjJpFuKHvzIK4v7+1vXbrHvwV6FwwONZ5Nd/kJdf6E0N99Is+6JoOvR8EDwzDOBB4C7MATlmXdZRhGBTAOONyyLKvjff8LzLYsK3uA8hsznU8+4U7mvRmpu7uKTGDFAGJX4e5pZSnSxXby5MlUVlbS1NQ0IPkUEZHw+lMp7HFrgwii0Xw33Mwa4VriQdf96K4VXH+nSg1XGe/rAGR9LbtITe0DDdRgool2QxKtKWu7u4Hz1SN7OrhpuJv+gSrbRPvOesr3e+gcvOvNb75zEKBz/T2cSMGMcPXu9Pxcxlzy7ZDHQbwNBCzJK2LwwDAMO/Ao8E2gCnjHMIyXOhYfBE4FNhmGkQuMHKiMxpuBitQn8hzriZx3ERHpm1jcZPTkRqu3+RmoqVLjQW/KJJ76ZyezaAxuKr3XXfCu82++p2N+xEv9Xb9bGSy2HrznZOBjy7I+tSyrHXge8IXCngfmdfz9HeDF6GdRRERERERk8EyePDkowCAiYHT0OOj+DYZxAXCmZVk/6Hh9GTAVmATcBPwBOAF4Bbga2Bmq24JhGFd3LKegoODEI444Inp7IQmhqamJoUOHxjobUZes+zVQVF69o/IKT+XTlcokelSWfaeyi0xlpDLoDZVVatm2bRuWZRndLTcM40ngHGCvZVmTBitf/R0w0Q1swtv6INOyrM8NI/Q+Wpb1OPA4wJQpU6x33323nx8tiaaiooLy8vJYZyPqknW/BorKq3dUXuGpfLpSmUSPyrLvVHaRqYxUBr2hskothmFsi/CW5cAjwDMDn5tDetJtoRoYE/C6tCPN53lgGfDnKOZLZEC1vvshnubWWGdDRATLsmjZ/B6RWgKKpLr2j7/A3LMv1tkQkV7QNW5gWJb1BlA72J/bk24LDmA3cDreoME7wCV4B1G8HtgG/AxYblnWPsMwGiPNtnDUUUdZd9xxh/91fn4+ALW1h/Z/6NChZGdnU1NTg8fjAcDhcFBQUEB9fT0tLS3+9xYWFmKaJgcPHvSnDRs2jKysLJxOpz8tPT2dvLw8Dhw4QHt7uz+9pKSE5uZmGhoa/Gm5ubk4HA727Tt0kcrMzGT48OHs378f0zQBsNlsFBUV0djYGDSTgPap6z5lZmaSkZGRVPtUWFhIQ0MDbW2HBj1Khn1KtmMvkffJt34y7VMyfk/93aecHZ8xfMwonMXDkmafkuF78ng8QZ+TDPs0WN9TZmYmQFT36diH/5f6/xhP1cxDLXST9dhLlX1KS0vD5XIl1T4N1PdUW1uLy+VKuH0a2uLimBt+zz8eXITLYQvap2T8nqK1T/Pmzfs3EBgtfbyjJb+fYRhHAC/HVbcFy7JMwzCuBdbinarxScuyPvR1T+iYpvHe3nxoTk4OF110UR+yK4ksXppbtb73T6q/dTU5V11A4Z39Pw7jZb8Shcqrd1Re4SVD+dQ99Rf2/f6vFD/yC6aff2a/t5cMZRIvKioqOOecc2KdjYQU7ePQ8nj49Ce/Iy8zm1Mfuz1q240l/VZVBr2RqGVV9/T/sQ+Ybc9l+EVzYp2dhDFv3rx9lmVNiXU+OuvRmAeWZa0B1nRKK+/mvWFbHYjEmlm5BwBX1Z4Y50REBMxK79MQnZNEuufeWwsuU78TkQTjq3eb+u0mhZ6MeSCSVMxqb0XdrHJGeKeIyMDTOUkkMt/vw7PvIJ6WtgjvFpF4oWtcclHwQFKOWbXX+3/13hjnRETkUIVKFSuR7gX+Pnw3IyIS/3yt61Tvji7DMJ4D3gQmGIZRZRjGlYPxuf2dqlEk4fiaTXlq6/A0tWAbmhnjHIlIKnMpeCASUWB3BbPKSfr4w2KYGxHpKX/Lg0p1W4gmy7IujsXnpnzLgw8++IA5c+ZQXl7O9OnTuf/++6O2bZfLxQ033EBZWRllZWVcf/31QaOkSmy49PRCROKE5TJxd0w9Z1Y7NZWVSDeCWh4o0CaSECzTxPxK17hkktLBg7q6Oi699FIeeeQRKioq2Lx5MxMnTvQv902d0Vd33XUXhmGwceNGNm7ciM1m47e//W2/tul2u/u1vnQ8sTh2nPfvSlVARCR2zK9qwOMh/dhxWC1tePYfjLySSAoyq5ykHX042GwaeE0kQZh79oPb7b3Gtbbj3qdrXKJL6eDBX//6V+bOncuRRx4JgGEYnHHGGYwfP55bbrmF008/nX//+9/MmTOHmTNnctZZZ1FTU0Nzc7M/rby8nN27d1NRUcHJJ5/MrFmzuOKKKwB49tlnue222/yfd9ttt7Fq1Sr279/PKaec4k//zW9+w/Lly3G5XPzgBz9g1qxZzJgxg7fffhuAyy+/nGuuuYZzzjmHjRs3Dl4BJSFPUwue2jqGTD0OUMsDEYkt3xPUQ+ck9QkVCcWscpJ2xGgcIwvV8kAkQXS9xum3m+hSOnhQWVnJmDFjuqSbpsncuXNZv349DzzwABdffDEbNmxg3rx5LF26lF27dpGXl8eGDRuoqKh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      "text/plain": "<Figure size 1080x576 with 5 Axes>"
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